Ethnicity, deprivation and educational achievement at age 16 in England: trends over time Annex to compendium of evidence on ethnic minority resilience to the effects of deprivation on attainment June 2015 Professor Steve Strand - University of Oxford Contents List of figures 5 List of tables 6 Executive Summary 7 Introduction 7 Achievement Gaps 7 1991-2006: Youth Cohort Study 7 2003-2013: Five or more A*-C grades (5AC) 8 2004-2013: Five or more A*-C grades including English and mathematics (5EM) 8 Capped (Best 8) point score 9 Relative size of equity gaps (ethnicity, gender and entitlement to FSM) 9 Ethnic achievement gaps by sub-groups: FSM and Gender 10 Adjusting ethnic achievement gaps to account for socio-economic disadvantage 10 Ethnic achievement gaps at primary school 11 Introduction 12 Methodology 14 Data sources 14 Focal set of ethnic minority groups 14 Percentages and Odds Ratios 15 The Ethnic minority population age 5-16 in England 17 National data and trends 2003 - 2013 17 Ethnic minority population by region 18 Ethnic minority population by Local Authority (LA) 19 2 Ethnic trends in educational attainment 24 1991-2006: The Youth Cohort Study 24 2003-2013: The National Pupil Database: 5+ GCSE A*-C grades or equivalent (5AC) 25 2004-2013: 5+ GCSE A*-C or equivalent including English & mathematics (5EM) 29 Introduction 29 Contrasting 5AC and 5EM 30 Ethnic achievement gaps on 5EM 2004-2013 31 Capped (Best 8) points scores 33 Overview across the three indicators 35 Trends in the relative size of ethnic, gender and FSM gaps 37 Achievement by combinations of ethnic group, entitlement to FSM and gender 40 Pupils not entitled to FSM 41 Pupils entitled to FSM 44 Check against Best 8 score 48 Adjusting ethnic achievement gaps for socio-economic factors Ethnic achievement gaps at primary school 50 53 End of Key Stage 2 (age 11) 54 End of Foundation Stage (age 5) 55 Other educational outcomes 56 References 57 Appendices 61 Appendix 1: DfE Statistical First Releases (SFR) relating to age 16 attainment 62 Appendix 2: Pupil numbers at the end of key stage 4 by ethnic group, entitlement to FSM and gender for 2013 3 63 Appendix 3: Notes on the Local Authority maps for percentage ethnic minority students 2003 & 2013 64 Appendix 4: GCSE 5AC by ethnic group and gender: 2003-2013 65 Appendix 5: GCSE 5EM for pupils not entitled to FSM by ethnic group and gender: 2004-2013 66 Appendix 6: GCSE 5EM for pupils entitled to FSM by ethnic group and gender: 2004-2013 67 Appendix 7: Key stage 2 achievement by ethnic group, gender and entitlement to FSM: 2013 68 Appendix 8: Foundation Stage Profile achievement by ethnic group, gender and entitlement to FSM 69 Appendix 9: Special educational needs (SEN) and fixed term exclusions (FTE) 70 Special educational needs (SEN) 70 Exclusions from school 71 4 List of figures Figure 1: Percentage ethnic minority students by Local Authority: England 2003 21 Figure 2: Percentage ethnic minority students by Local Authority: England 2013 22 Figure 3: Percentage of 16 year olds achieving 5 or more GCSEs at grades A*-C: YCS 1991-2006. 24 Figure 4: Percentage 5+ GCSE A*-C or equivalent by ethnic group and gender: 20032013 27 Figure 5: Percentage of pupils achieving 5+ A*-C GCSE or equivalent by ethnic group: 2003-2013 28 Figure 6: Percentage of all students achieving 5EM by ethnic group: 2004-2013 32 Figure 7: Best 8 points score by ethnic group: Selected years 2004-2013 35 Figure 8: Trends in ethnic, gender and FSM achievement gaps at age 16 over time: 2004-2013 39 Figure 9: Cohen's D effect size for gender, ethnic and FSM Achievement gaps in 2004 and 2013 40 Figure 10: GCSE 5EM for pupils not entitled to FSM by ethnic group and gender: 20042013 42 Figure 11: GCSE 5EM for all pupils not entitled to FSM by ethnic group: 2004-2013 43 Figure 12: GCSE 5EM for pupils entitled to FSM by ethnic group and gender: 20042013 45 Figure 13: 5+ A*-C GCSE (Inc. English & Maths) for all pupils entitled to FSM by ethnic group: 2004-2013 47 Figure 14: Best 8 points score by ethnic group and entitlement to FSM 49 Figure 15: Percentage of students age 5-16 entitled to a FSM: England 2011 51 Figure 16: Percentage of students in each of five score bands based on IDACI: England 2011 51 Figure 17: GCSE results at age 16 adjusted for Socio-economic Status (SES) 52 Figure 18: Age 16 5EM results by ethnic group and FSM: England 2013 53 Figure 19: Age 11 results by ethnic group and FSM: England 2013 5 54 Figure 20: Age 5 results by ethnic group and FSM: England 2013 55 Figure 21: Unadjusted and adjusted ethnic group Odds Ratios for identification of BESD: January 2011 71 Figure 22: Number of exclusions during secondary school (Y7-Y11) 72 List of tables Table 1: Proportion of ethnic minority students: England 2003 and 2013 18 Table 2: Percentage of students in each ethnic group by region, England 2013 19 Table 3: Number and percentage of ethnic minority pupils: Highest and lowest LAs: 2013. 23 Table 4: Ethnic group Odds Ratios for the 2004 cohort for both 5EM and 5AC measures. 30 Table 5: Percentage of all students achieving 5EM by ethnic group: 2004-2013 31 Table 6: Best 8 points score by ethnic group: Selected years 2004-2013 34 Table 7: Trends in ethnic, gender and FSM achievement gaps at age 16 over time: 2004-2013 37 Table 8: GCSE 5EM for all pupils not entitled to FSM by ethnic group: 2004-2013 43 Table 9: 5+ A*-C GCSE (Inc. English & Maths) for all pupils entitled to FSM by ethnic group: 2004-2013 46 Table 10: Best 8 points score by ethnic group and entitlement to FSM 6 48 Executive Summary Introduction This report was commissioned by the Department for Education (DfE) to: • Establish trends in ethnic achievement over the last 10 years (and longer where possible) focussed on age 16 outcomes; and • Look at the level of ethnic group, but also where possible further disaggregate the data by entitlement to FSM and gender to determine whether particular patterns of change have occurred within sub-groups. The report is essentially descriptive. It is intended to support a separate literature review commissioned by the DFE to explore reasons underlying ethnic minority achievement gaps and possible changes over time. Achievement Gaps 1991-2006: Youth Cohort Study Early trends (1991-2006) are explored using the Youth Cohort Study (YCS) which gives the only nationally representative data on ethnic minority achievement collected from the early 1990's. The results indicate that all ethnic minority groups made significant progress in the period 1991-2006, though the YCS does not allow breakdowns within the ‘White’ and ‘Black’ groups. • Indian pupils moved from an equivalent position to White students in 1991 to be significantly ahead in 2006, and Other Asian pupils further increased their lead. • Bangladeshi pupils made the greatest progress. In 1991 just 14% of Bangladeshi pupils achieved the benchmark of 5+ GCSE A*-C grades (5AC) compared with 37% of White pupils. By contrast, in 2006 57% of Bangladeshi pupils achieved this benchmark against 58% of White pupils. • The Pakistani and Black achievement gaps narrowed substantially. Both groups doubled the proportion achieving 5AC, from 26% to 52% for Pakistani pupils and from 23% to 50% for Black pupils. Most of the improvement, particularly for Black pupils, occurred between 2003 and 2006. 7 2003-2013: Five or more A*-C grades (5AC) From 2003 onwards data on the ethnicity of all students in England was captured through the Annual School Census and matched to age 16 achievement data. Analysis of this data reveals: • Indian and Chinese pupils have consistently outperformed the White British average. For both groups the odds of achieving 5AC are currently over twice as high as for White British pupils. • In 2003 the odds for Black Caribbean pupils achieving 5AC were less than half the odds for White British pupils (32.9% vs. 51.3%, OR 1=0.47), and for Mixed White & Black Caribbean and Black African pupils only two-thirds the odds for White British pupils (39.9% with OR=0.63 and 40.7% with OR=0.67 respectively). In 2013 Black African pupils achieve slightly above the White British average (OR=1.11) and both Black Caribbean and Mixed White & Black Caribbean students have closed the gap with White British students, from 18 percentage points in 2003 to just 2 percentage points (80.4% vs. 82.7%) in 2013, although a small gap remains (OR= 0.86 for both minority groups). • A very large improvement for Bangladeshi students occurred in the years from 1991 to 2003, but in 2003 they were still below the White British average (OR=0.79). However, by 2013 Bangladeshi students are achieving above the White British average (OR=1.19). This is despite Bangladeshi students being one of the most socio-economically deprived communities in England. • Pakistani pupils have also improved substantially. In 2003 their odds of achieving 5AC were only two thirds the odds for White British students (41.5% vs. 51.3%, OR=0.67). However, they closed the gap steadily and achieved parity with White British students in 2011 and currently their odds of achieving 5AC do not significantly differ from White British students (OR=1.07). 2004-2013: Five or more A*-C grades including English and mathematics (5EM) The 5AC indicator has limited contemporary currency since it was superseded in 2006 by a new indicator of 5 or more GCSE A*-C grades or equivalent including English and mathematics (5EM). In 2004, the proportion of students achieving 5AC was 51.9% while the proportion achieving 5EM was only 40.9%, a difference of 11 percentage 1 The Odds Ratio (OR) compares the odds of achieving success on a particular measure (e.g. 5EM) for an ethnic minority group against the odds for a reference group, here White British students. If the odds of achieving 5EM are the same for the ethnic minority group as for White British students the OR=1, if the odds for the ethnic minority are lower than for White British students then the OR<1 and if they are higher the OR>1. 8 points. The impact of the move to 5EM was greatest for ethnic minorities and the ethnic achievement gaps for 5EM were larger than for 5AC. However, over the subsequent 10 years from 2004 to 2013: • Indian and Chinese students continue to have the highest achievement and in 2013 their odds of achieving 5EM are twice the odds for White British students. • Bangladeshi students substantially increased in achievement from well below the White British average in 2004 (OR=0.68) to above the White British average in 2013 (OR=1.16). • Black African students have also show substantial increases and there is no longer any gap relative to White British, the OR changing from OR=0.65 in 2004 to OR=1.03 in 2013. • There has been a significant closing of the gap for Black Caribbean, Mixed White & Black Caribbean and Pakistani students against White British students, though gaps do remain. For example the odds for Black Caribbean students achieving 5EM were less than half the odds for white British in 2004 (OR=0.43) but in 2013 this had narrowed to OR= 0.75. For Mixed White & Black Caribbean students there has been a change in OR from 0.53 to 0.79 and for Pakistani students from 0.64 to 0.81. However all three of these ethnic groups are achieving less well than White British since their odds of achieving the threshold are still around 20% lower than for White British students. • Only one ethnic group has seen performance decline relative to White British over the period. White other groups have moved from above the White British average in 2004-2006 to below the White British average from 2008 onwards and in 2013 the OR=0.81 is similar to that for Black Caribbean, Mixed White & Black Caribbean and Pakistani students. The decrease is likely to reflect demographic change, particularly increased entry from Eastern Europe. Capped (Best 8) point score The analyses were repeated for a continuous measure, capped or Best 8 points score and the trends described above were essentially the same for this measure. Relative size of equity gaps (ethnicity, gender and entitlement to FSM) We have seen above that ethnic achievement gaps have reduced substantially over the last 20 years in absolute terms. They have also reduced substantially relative to the size of other equity gaps, such as the gender gap and the socio-economic disadvantage gap, as indicated by entitlement to a Free School Meal (FSM). In 2004 9 the ethnic gap on 5EM was 18.1 percentage points, more than twice as large as the gender gap (7.7% points) and half the size of the FSM gap (28% points). However, by 2013 this had changed substantially. Now the ethnic gap (7.2% points) is actually smaller than the gender gap (10.1% points), and only about one-quarter of the size of the FSM gap (26.7% points). Similar proportional changes were seen for Best8 points score. This further attests to the scale of the reduction in the ethnic achievement gap. Ethnic achievement gaps by sub-groups: FSM and Gender The most striking feature of sub-groups is that among pupils entitled to FSM all ethnic minority groups achieve greater success than White British pupils. In 2013, relative to White British students, the odds for Chinese pupils achieving 5EM were 6.9 times greater, for Indian students 3.4 times greater, for Bangladeshi 3.0 times, for White other 1.6 times, for Black Caribbean 1.5 times and even for the lowest achieving minority group, Mixed White & Black Caribbean students, the odds of achieving 5EM were 1.26 times (26%) higher than for White British FSM students. Pupils entitled to FSM from ethnic minority groups pulled even further ahead of White British FSM students between 2004 and 2013. Between 2004 and 2013 the OR for Mixed White and Black Caribbean students increased from OR=0.97 to OR=1.26, for Black Caribbean students it increased from OR=0.98 to OR=1.53, for Black African students from OR=1.44 to OR=2.22 and for Bangladeshi students from OR=2.52 to OR=3.0. This trend was not evident in Best 8 score, so may reflect an improved likelihood of achieving A*-C grades in English and mathematics in particular. In terms of 5EM, White British FSM students are the lowest achieving ethnic group and the achievement gap with most ethnic minority groups appears to have increased 20042013. Adjusting ethnic achievement gaps to account for socioeconomic disadvantage We have seen that while ethnic achievement gaps have reduced remarkably over the last 10 years some (smaller) gaps do still exist for Black Caribbean, Mixed White & Black Caribbean and Pakistani students. However, the above data take no account of the fact that levels of socio-economic disadvantage are considerably higher among ethnic minority groups than the White British group. Studies that use regressions methods to control for socio-economic status (SES) suggest almost all ethnic minority groups achieve higher exam success at age 16 than White British students of the same SES. For example Strand (2014a) reports that all ethnic minority groups achieve at least as well as, and frequently substantially better than, the White British students at age 16, with the single exception of middle and high SES Black Caribbean boys. 10 Ethnic achievement gaps at primary school The very low achievement of White British students entitled to FSM is not just a feature of educational achievement at age 16. Analysis of end of Key Stage 2 results at age 11 indicates that White British FSM pupils (58%) and White Other FSM pupils (56%) are the two lowest achieving groups at age 11. Equally an analysis of the Early Years Foundation Stage (EYFS) Profile at age 5 indicates that White British pupils entitled to FSM (35%), along with White Other FSM (34%) and Pakistani FSM (34%) pupils are the three lowest achieving groups. While White Other and Pakistani FSM pupils achieve as poorly as White British FSM pupils at age 5, many pupils in these groups have relatively limited experience with English language (on starting school, or are recent arrivals in England with low fluency in the English language (see Strand, Malmberg & Hall, 2015). When they subsequently acquire this fluency they make rapid educational progress while White British pupils do not. For example in their analysis of the National Pupil Database, Strand et al. (2015) show that the EAL gap is largest in the EYFS at age 5 (Good level of development OR=0.67) but more or less disappears by age 16 (5EM OR=0.90). These results indicate a comprehensive account of the drivers of the low educational achievement of White British pupils on FSM at age 16 must include consideration of factors operating in the first five years of the child's life. 11 Introduction This report was commissioned by the Department for Education (DfE) to: • Establish robust trends in ethnic achievement over the last 10 years (and longer where possible) focussed on age 16 outcomes; and • Look at the level of ethnic group, but also where possible further disaggregate the data by FSM status and gender to determine whether particular patterns of change have occurred within sub-groups. The report is essentially descriptive. It is intended to support a separate literature review commissioned by the DfE to explore reasons underlying ethnic minority achievement gaps and possible changes over time. • It starts by outlining demographic details on the size of the ethnic minority school population age 5-16 in England, the distribution across English regions and Local Authorities (LA), and the growth in the ethnic minority population 20032013. • Next data are presented from the Youth Cohort Study (YCS) which give the only nationally representative data on ethnic minority achievement collected from the early 1990's. The report then moves to a discussion of national data on ethnicity and achievement collected annually from all pupils in the school census of 2003 onwards. We consider trends in three indicators; the proportion of students achieving 5 or more GCSE A*-C grades or equivalent (5AC); the proportion of students achieving 5 or more GCSE A*-C grades or equivalent including English and maths (5EM); and the capped or ‘Best 8’ points score. • Next the report considers not only absolute changes in the achievement of different ethnic minority groups but also the relative size of the ethnic, gender and Free School Meal (FSM) achievement gaps and how these have changed over time. • After considering data for each ethnic minority group as a whole, we look in detail at the breakdown on the 5EM measure by the combination of ethnic group, entitlement to FSM and gender, to explore trends by sub-groups. • We consider achievement gaps by ethnicity and FSM at earlier ages during primary school, looking at achievement in national tests at age 11 and at the Foundation Stage Profile at age 5. These data highlight that achievement gaps are apparent from the very early stages of schooling. 12 • Data on two other educational outcomes, the identification of Special Educational Needs and fixed term exclusions from school, are included as an Appendix. 13 Methodology Data sources Data has in the main been drawn from DfE Statistical First Releases (SFR), although some statistics have been calculated by the author directly from National Pupil Database (NPD) files. Appendix 1 lists the SFRs drawn on in collating data on achievement up to age 16. Focal set of ethnic minority groups National data is collected for eighteen ethnic groups (plus refused/unclassified) but presentation of this full set of codes in figures can be difficult to read. Also, even though we are dealing with data for the whole of England, in any particular year group the numbers can be quite small, especially for the Gypsy Roma and Irish Traveller groups which represent just a few hundred pupils (approx. 0.15% of the population). When data are further broken down by entitlement to FSM and gender some ethnic groups also have quite small sample sizes. In the graphs in this report the following nine ‘focal’ ethnic groups will be displayed: • White British • White Other • Indian • Pakistani • Bangladeshi • Chinese • Black African • Black Caribbean • Mixed White & Black Caribbean The rationale for highlighting these nine ‘focal’ groups is given below. Where numbers are quoted these represent numbers of students in Year 11 in 2013 (see Appendix 2). 14 • White British represent the majority of students in England at just under threequarters (73%) of the age 5-16 school population in 2013. • White Other is now the largest ethnic minority group in England and one of the fastest growing (n=19,265 in 2013 representing 3.4% of all Y11 students). It consists of pupils from a wide range of nationalities and speaking a wide range of languages, but predominantly from Europe including Polish (21%), Turkish (7%), Portuguese (5%), Albanian (4%) and Lithuanian (4%) (See Strand et al, 2015). • Indian, Pakistani and Bangladeshi groups have a long history of residence as communities in England and it is important to report their results separately given the strong contrasts in educational achievement between these groups. • Chinese are the smallest ethnic group included (n=2,257 in 2013) but are included because considerable interest has focused on the strong educational performance of this group. • Black African students are the largest Black group (n=16,201) twice as numerous as Black Caribbean. They are also one of the two fastest growing groups, along with White Other groups. • Black Caribbean students have long been a focus for concern over low educational achievement and this merits continued monitoring. • Mixed White and Black Caribbean are the largest group of students of mixed heritage accounting for around one-third (34%) of all mixed heritage students. There are also now as many Mixed White & Black Caribbean students (n=7,333) as there are Black Caribbean students (n=8,158). This focus in no way implies that the achievement of other ethnic groups is not of interest and the results of all ethnic groups are included in the report tables. The focus on the nine groups identified above allows the calculation of additional statistics and graphical presentations to be kept to manageable levels. Percentages and Odds Ratios Given there are over 570,000 students in the typical year group in England, statistical significance may be a poor guide to educational significance due to the huge sample size. In gauging the size of the gaps in educational achievement here we present the absolute gaps between ethnic groups in terms of percentage points or in terms of mean scores. We also calculate standardised effect size measures, such as the Odds Ratio (OR) for dichotomous measures (5AC and 5EM) and Cohen's D for continuous measures (Best 8 points score). The Odds Ratio (OR) compares the odds of achieving 15 success on a particular measure (e.g. 5EM) for an ethnic minority group against the odds for a reference group, here White British students. If the odds of achieving 5EM are the same for the ethnic minority group as for White British students the OR=1, if the odds for the ethnic minority are lower than for White British students then the OR<1 and if they are higher the OR>1. There is no absolute level at which an OR is educationally significant or substantial. However, as a rough rule we might consider that if the odds of success for an ethnic minority group were 25% higher (OR=1.25) or 25% lower (OR=0.75) than for White British students this would be a difference worthy of recognition. 16 The Ethnic minority population age 5-16 in England National data and trends 2003 - 2013 In 2013 1.77M students, over one-quarter (26.6%) of the age 5-16 maintained school population in England, were from ethnic minority groups. Table 1 presents the proportion of students in each ethnic minority group and contrasts the 2013 and 2003 data. The selection of base year is made because although national data were first collected in 2002 a new ethnic classification system was introduced in 2003 which was not compatible with the previous year. Specifically (a) the breakdown of the "White" category into White British, White Irish, Travellers, Gypsy-Roma and White Other groups, and (b) the introduction of four mixed-heritage categories, make the data incompatible with that collected in 2002. Comparing across 2003 and 2013, the overall proportion of White British students has decreased from 83.2% to 73.4% of the school population, or conversely the ethnic minority population has increased from 16.8% in 2003 to 26.6% in 2013. The two ethnic groups with the largest absolute increases are White Other Background (from 2.1% to 4.3% of the population) and Black African (from 1.7% to 3.3% of the population). Black African students are now the largest of the Black ethnic groups. Also notable is that the number of Mixed White & Black Caribbean students is now the same as the number of Black Caribbean students (both 1.4% of the population). 17 Table 1: Proportion of ethnic minority students: England 2003 and 2013 Ethnic group White White British Irish Traveller of Irish heritage Gypsy/ Roma Any other White background Mixed White and Black Caribbean White and Black African White and Asian Any other Mixed background Asian Indian Pakistani Bangladeshi Chinese Any other Asian background Black Black Caribbean Black African Any other Black background Any other ethnic group Classified Unclassified Minority Ethnic Pupils All pupils 2003 N % 5,590,100 85.9 5,418,900 83.2 26,500 0.4 3,800 0.1 6,000 0.1 2013 N 5,207,830 4,877,300 21,800 4,555 16,735 % 78.3 73.4 0.3 0.1 0.3 Change % points -7.5 -9.9 -0.1 0.0 0.2 134,900 169,000 60,700 15,000 33,300 2.1 2.6 0.9 0.2 0.5 287,435 306,890 92,505 36,730 68,605 4.3 4.6 1.4 0.6 1.0 2.3 2.0 0.5 0.3 0.5 60,000 440,600 153,800 175,200 70,300 22,800 0.9 6.8 2.4 2.7 1.1 0.4 109,060 678,680 175,035 262,535 107,320 107,815 1.6 10.2 2.6 3.9 1.6 0.4 0.7 3.4 0.3 1.3 0.5 0.0 41,300 233,000 97,300 108,400 0.6 3.6 1.5 1.7 25,975 353,915 90,455 220,785 1.6 5.3 1.4 3.3 1.0 1.7 -0.1 1.7 27,300 0.4 54,300 0.8 6,509,800 100 272,600 4.0 1,930,220 16.8 6,782,400 42,675 100,860 6,648,195 64,450 1,770,895 6,712,645 0.6 1.5 100 1.0 26.6 0.2 0.7 0.0 -3.1 9.9 Note: Based on students of compulsory school age (5-16 years). Percentages exclude unclassified (4% of all students in 2003 and 1% in 2013). Data drawn from DFE SFR 09/2003 and DFE SFR 21/2013 Ethnic minority population by region There are large regional variations in the proportion of ethnic minority students. Data by region from the latest school census are presented in the table below. 18 Table 2: Percentage of students in each ethnic group by region, England 2013 White British England North East South West North West South East East Yorkshire East England & Humber Midlands West Midlands Outer London Inner London Greater London 73.3 91.6 89.4 82.0 80.7 80.3 78.8 81.2 70.1 37.0 18.3 30.7 Irish 0.3 0.1 0.2 0.2 0.3 0.4 0.1 0.2 0.3 0.8 0.7 0.8 Traveller Of Irish Heritage 0.1 0.0 0.0 0.1 0.1 0.1 0.1 0.1 0.0 0.1 0.1 0.1 Gypsy/Roma 0.2 0.3 0.2 0.1 0.4 0.2 0.5 0.2 0.2 0.2 0.1 0.2 White other groups 4.3 1.3 3.1 2.1 4.3 4.8 2.6 3.5 2.4 10.4 12.3 11.0 Mixed White & Black Caribbean 1.4 0.2 0.9 0.8 1.1 1.3 1.1 1.5 2.1 2.3 3.3 2.6 Mixed White & Black African 0.6 0.2 0.4 0.4 0.6 0.6 0.3 0.4 0.3 1.2 1.4 1.2 Mixed White & Asian 1.0 0.5 0.8 0.8 1.3 1.0 0.9 0.9 1.1 1.7 1.1 1.5 Mixed Other heritages 1.6 0.6 1.0 1.2 1.6 1.7 1.0 1.2 1.3 3.4 4.4 3.7 Indian 2.7 0.6 0.8 1.8 2.0 1.4 1.4 3.9 4.5 7.3 2.5 5.6 Pakistani 4.0 1.4 0.4 5.0 2.2 2.1 8.4 1.9 8.2 5.0 3.1 4.4 Bangladeshi 1.6 0.9 0.3 1.3 0.6 1.1 0.8 0.6 1.8 2.0 12.3 5.5 Any other Asian 1.6 0.7 0.6 0.9 1.7 1.1 0.9 1.1 1.2 5.8 2.6 4.7 Black Caribbean 1.3 0.0 0.3 0.3 0.3 0.6 0.4 0.6 1.8 4.3 8.9 5.9 Black African 3.3 0.5 0.8 1.3 1.6 1.9 1.3 1.5 2.3 11.3 18.0 13.6 Black Other groups 0.6 0.1 0.2 0.4 0.3 0.4 0.3 0.4 0.5 1.8 3.4 2.3 Chinese 0.4 0.3 0.3 0.4 0.4 0.4 0.3 0.3 0.3 0.7 0.8 0.7 Any Other group 1.5 0.6 0.5 1.0 0.7 0.7 0.9 0.6 1.3 4.8 7.0 5.5 Unclassified 0.9 0.4 0.9 0.7 1.0 1.1 0.6 0.8 0.8 1.5 1.4 1.4 26.7 16.7 8.4 4.0 10.6 4.9 18.0 9.6 19.3 10.1 19.7 10.5 21.2 11.8 18.8 11.3 29.9 19.9 63.0 45.5 81.7 73.6 69.3 55.0 Ethnic Minority 2013 Ethnic Minority 2003 Note: data sourced from DFE SFR 21/2013 and SFR 09/2003. Pupils of compulsory school age (516) in maintained primary and secondary schools (author’s calculation). Across England 26.7% of pupils in England were from ethnic minority groups in 2013. However, this varied widely, from lows of around 8%-11% in the North East and the South West, to slightly above the national average in West Midlands (29.9%) but with the largest concentrations in London, where minority ethnic pupils accounted for nearly two-thirds (63.0%) of pupils in Outer London and four-fifths (81.7%) of pupils in Inner London. Ethnic minority population by Local Authority (LA) Regions are high levels of aggregation and the above figures hide large variation between Local Authorities (LA). The distribution of ethnic minority pupils across the Local Authorities of England is presented graphically in Figures 1 and 2. Figure 1 presents the percentage of ethnic minority students aged 5-16 in primary and secondary schools for each LA in England in 2003. Figure 2 presents the same data from 2013. Notes on the construction of these figures are included in Appendix 3. It is apparent from the figures that the LAs with the highest concentrations of ethnic minority students are in inner London, Birmingham and surrounding areas in the West Midlands, Manchester and Bradford areas, and also in Leicester, Luton and Bristol. LA level data can be found in the DfE SFRs, though these give primary and secondary figures separately and readers will have to combine the two to recreate the graphed data. 19 Table 3 presents an excerpt from the data from January 2013, presenting the 25 LAs with the highest and the 25 LAs with the lowest proportion of ethnic minority students. Of the 25 LAs with the highest proportion of ethnic minority students, all but three are London boroughs (the exceptions being Slough, Luton and Leicester). Full LA level data are contained in DfE SFR 21/2013 2. 2 https://www.gov.uk/government/publications/schools-pupils-and-their-characteristics-january-2013 20 Figure 1: Percentage ethnic minority students by Local Authority: England 2003 21 Figure 2: Percentage ethnic minority students by Local Authority: England 2013 22 Table 3: Number and percentage of ethnic minority pupils: Highest and lowest LAs: 2013. Rank 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 LA Redcar and Cleveland Halton Durham Cumbria St. Helens East Riding of Yorkshire Knowsley Northumberland Derbyshire Hartlepool Cornwall Sefton Rutland Wigan Devon North East Lincolnshire Isle of Wight Barnsley Sunderland North Yorkshire Shropshire North Tyneside Dorset South Tyneside Wirral 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 Croydon Leicester Barnet Luton Hammersmith and Fulham Wandsworth Islington Hounslow Camden Lewisham Kensington and Chelsea Enfield Southwark Slough Waltham Forest Haringey Redbridge Ealing Harrow Hackney Lambeth Westminster Tower Hamlets Brent Newham Ethnic minority pupils 620 563 2,152 2,366 892 1,834 727 1,874 4,610 624 3,283 1,943 267 2,199 4,814 1,142 922 1,642 2,078 4,590 2,076 1,597 3,222 1,146 2,856 30,559 26,941 29,869 20,907 11,170 18,129 13,752 24,408 14,156 24,016 7,376 35,182 24,331 17,043 26,508 24,400 35,527 33,402 22,858 21,624 23,677 15,632 30,253 33,537 41,302 All Classified pupils 17,605 15,780 59,470 60,540 21,830 41,370 16,200 39,905 92,725 12,185 62,015 34,885 4,790 38,530 83,410 19,440 15,240 26,815 33,350 73,005 33,015 24,300 48,925 17,270 42,360 46,155 40,060 43,965 29,880 15,510 24,880 18,775 32,465 18,625 31,595 9,685 46,160 31,055 21,565 33,050 30,330 43,705 40,560 27,385 25,540 27,655 18,150 33,855 36,470 44,515 % ethnic minority 3.5 3.6 3.6 3.9 4.1 4.4 4.5 4.7 5.0 5.1 5.3 5.6 5.6 5.7 5.8 5.9 6.0 6.1 6.2 6.3 6.3 6.6 6.6 6.6 6.7 66.2 67.3 67.9 70.0 72.0 72.9 73.2 75.2 76.0 76.0 76.2 76.2 78.3 79.0 80.2 80.4 81.3 82.4 83.5 84.7 85.6 86.1 89.4 92.0 92.8 Notes: Data source SFR 21/2013. Isles of Scilly and City of London excluded as they each contain only a single school. Percentage calculated from a base of all classified pupils (99.1% of all students). 23 Ethnic trends in educational attainment 1991-2006: The Youth Cohort Study The Youth Cohort Study (YCS) provided the first source of nationally representative data on ethnicity and educational achievement in England. The YCS collected data on a series of nationally representative samples of approximately 15,000 young people shortly after they finished compulsory education at age 16. Although the YCS started in the mid 1980's the data collected on ethnicity was very basic, identifying just four groups (White, Black, Asian and Other). It was not until 1991 that the Asian category was sub-divided into Indian, Pakistani and Bangladeshi, so we start our time series in 1991. The series end with the YCS Cohort 13 (Sweep 1) in 2006, which has been combined with the Longitudinal Survey of Young People in England (LSYPE) Wave 4 sample to substantially increase sample size and reliability (DfE, 2008). Figure 3: Percentage of 16 year olds achieving 5 or more GCSEs at grades A*-C: YCS 1991-2006. Ethnic origin White Black Asian Indian Pakistani Bangladeshi Other Asian Other ethnic group All Pupils Weighted sample 1991 37 23 33 38 26 14 46 * 37 24,922 1993 43 21 36 45 24 20 50 37 42 18,020 1995 45 23 38 48 23 25 61 46 44 15,899 1997 47 29 45 54 29 33 61 47 46 14,662 1999 50 38 48 60 29 29 72 42 49 12,899 2001 52 36 52 60 40 43 64 53 51 15,714 2003 55 34 55 72 38 44 65 59 54 13,178 2006 58 50 64 72 52 57 77 56 58 19,114 Notes: data sourced from Table 4.1.1 of DfE (2008). Statistical Bulletin. YCS & LSYPE: The activities and experiences of 16 year olds: England 2007. Results for White students indicated by the smoothed black line. 24 The results indicate that all ethnic minority groups made significant progress in the period 1991-2006. • Indian pupils moved from an equivalent position to White students in 1991 to be significantly ahead in 2006, and Other Asian pupils further increased their lead. • Bangladeshi pupils made the greatest progress. In 1991 just 14% of Bangladeshi pupils achieved the benchmark of 5+ GCSE A*-C grades (5AC) compared with 37% of White pupils. In 2006 57% of Bangladeshi pupils achieved this benchmark against 58% of White pupils, i.e. the gap between Bangladeshi and White pupils effectively disappeared. • Pakistani and Black pupils have also narrowed the gap with White pupils substantially. Both groups doubled the proportion achieved 5AC, from 26% to 52% for Pakistani pupils and from 23% to 50% for Black pupils. Most of the improvement, particularly for Black pupils, occurred between 2003 and 2006. 2003-2013: The National Pupil Database: 5+ GCSE A*-C grades or equivalent (5AC) In January 2002 the Annual School Census (ASC) was introduced which for the first time collected individual pupil level data on the ethnicity of all children in England attending state maintained schools. Compared to the YCS a much more differentiated ethnic coding system was used which aligned with the ethnic categories used in the national population census in 2001. Differentiation was made not only within the ‘Asian’ group but also within the ‘Black’ ethnic groups revealing contrasting patterns of attainment between Black Caribbean, Black African and Black Other groups. A much more detailed picture of achievement and change over time can be achieved through analysis of the National Pupil Database (NPD). 2003 is a natural base year to consider given the YCS data indicate that for some groups, particularly Black and Pakistani students, the biggest changes occurred after 2003 rather than before it. This is also an appropriate base year because a revised ethnic coding system breaking down the ‘White’ group and introducing mixed heritage categories was introduced in 2003, making direct comparisons with the 2002 data problematic. Given that individual pupil level data were collected for the entire national cohort, this also now allows us to breakdown the ethnic group results by other pupil characteristics such as gender. 25 Figures 4 & 5 present a breakdown of the percentage of students achieving 5AC by ethnic group and gender for the 11 years 2003 – 2013 (the data is tabulated in Appendix 4). 26 Figure 4: Percentage 5+ GCSE A*-C or equivalent by ethnic group and gender: 2003-2013 Notes: For tabulated data see Appendix 4. For data sources see Appendix 1. 27 Figure 5: Percentage of pupils achieving 5+ A*-C GCSE or equivalent by ethnic group: 2003-2013 Notes: For tabulated data see Appendix 4. For data sources see Appendix 1. The extent of improvement in the attainment of all ethnic groups over the period is substantial. Half (50.7%) of all students achieved 5AC in 2003 which rose to 82.9% in 2013. There is debate about what lies behind this increase, whether it reflects a ‘real’ rise in standards or grade inflation. However, this is not essential to our focus which is on the extent to which different ethnic groups improved, and particularly whether ethnic groups that were underachieving relative to White British students have closed the gap. In relation to ethnicity the results indicate: • The aggregation into a single ‘Black’ category in the YCS did obscure significant differences between Black groups. Black Caribbean pupils, and in particular Black Caribbean boys, had much lower achievement that Black African students. Mixed White & Black Caribbean students initially (2003-2006) had somewhat higher achievement than Black Caribbean students, but since the mid 2000’s have an achievement profile very similar to Black Caribbean students. • In 2003 the odds for Black Caribbean pupils achieving 5AC were less than half the odds for White British pupils, and for Mixed White & Black Caribbean and Black African pupils only two-thirds the odds for White British pupils. Black African pupils closed the gap relative to White British in 2009 and in 2013 achieve slightly above the White British average (OR=1.11). Black Caribbean 28 and Mixed White & Black Caribbean students have also improved substantially closing the gap with White British from over 18 percentage points to just two percentage points in 2013, although a small gap remains (OR= 0.86 for both minority groups). • The YCS data indicated a big improvement for Bangladeshi students had occurred in the years from 1991 to 2003, but in 2003 they still started out below the average for White British students (45.5% vs. 51.3%; OR=0.79). Bangladeshi girls achieved parity with White British girls in 2006, and Bangladeshi Boys with White British boys in 2009. By 2013 Bangladeshi students are achieving above the White British average (85.0% vs. 82.7%, OR=1.19). This is despite Bangladeshi students being one of the most socio-economically deprived communities in England (See Strand et al, 2010 for a detailed analysis of achievement of Bangladeshi students in England). • Pakistani pupils have also improved substantially. In 2003 their odds of achieving 5AC were only two thirds the odds for White British students (41.5% vs. 51.3%, OR=0.67). However, they closed the gap steadily and achieved parity with White British students in 2011 and currently their odds of achieving 5AC do not significantly differ from White British students (OR=1.07). • Indian and Chinese pupils have consistently outperformed the White British average. For both groups the odds of achieving 5AC are currently around twice as high as for White British pupils (OR=1.82 and OR=2.62, respectively). 2004-2013: 5+ GCSE A*-C or equivalent including English & mathematics (5EM) Introduction The above results indicate a significant and substantial closing of ethnic achievement gaps in the last twenty years. However, there are some limitations to the 5AC indicator analysed above. At one level the rapid rise in results with 83% of all students achieving 5AC in 2013, and averaging between 80%-90% across ethnic groups, creates a ceiling effect. 5AC is perhaps more an indicator of a minimum standard of achievement today than it was eleven years ago. However wider concerns were expressed by government in the mid 2000's that the indicator was problematic since it did not require the inclusion of passes in the core subjects of English and mathematics. As a result of this a new threshold measure was introduced in 2006, five or more GCSE A*-C grades or equivalent including English and mathematics (5EM). This has become the central focus in measuring achievement and we focus on the 5EM indicator below. 29 The 5EM indicator was first introduced into performance tables in 2006. For comparative purposes the DfE published the 5EM indicator for 2005 at the same time, but did not publish the 5EM indicator for any student groupings prior to 2005, other than as a single national average (SFR 41/2014). Figures for 2004 were not available as part of the published DfE time series. However, we felt it was important to establish a full 10year time series for the analysis so we calculated our own figures direct from the 2003/04 NPD files for ethnicity, gender and FSM. Our figures agree closely with another source we have found 3 and we believe are reliable enough for inclusion in the time series. Contrasting 5AC and 5EM Before discussing the trends for 5EM we first contrast the pattern of ethnic group differences on 5AC and 5EM for the 2004 cohort, the first year for which we have data on both measures. Overall the proportion of students achieving 5AC in 2004 was 51.9% while only 40.9% achieved 5EM, a difference of 11 percentage points. However the change was not consistent across all ethnic groups. Table 4 presents the ethnic minority Odds Ratios from 2004 for both 5AC and 5EM. For almost all ethnic minority groups the achievement gaps are larger on 5EM than 5AC. Changes in the ORs are greatest for Pakistani and Bangladeshi (and Indian and Chinese) students, groups where the proportion of students with English as an additional language (EAL) is highest, perhaps indicating a particular issue with achievement in GCSE English. However, there were increases in the achievement gaps for Black Caribbean and Mixed White and Black Caribbean students also. Table 4: Ethnic group Odds Ratios for the 2004 cohort for both 5EM and 5AC measures. Odds ratios White British White Other groups Mixed White & Black Caribbean Indian Pakistani Bangladeshi Black African Black Caribbean Chinese 5AC 1.11 0.60 1.82 0.75 0.86 0.70 0.51 2.62 5EM 1.09 0.53 1.68 0.64 0.68 0.64 0.42 2.48 Change -0.02 -0.07 -0.14 -0.11 -0.18 -0.06 -0.09 -0.14 The above results show how achievement gaps are sensitive to the particular measure that defines success. Given that success in educational terms is now clearly defined by achieving 5EM the rest of this analysis will focus on 5EM. 3 An ethnic breakdown for 5EM in 2004 was found in one DfE source (DfES, 2006, figure 28, p58) but this did not allow any breakdowns by gender or FSM. 30 Ethnic achievement gaps on 5EM 2004-2013 Trends over the 10 years 2004-2013 are presented in Table 5 and Figure 6. Table 5: Percentage of all students achieving 5EM by ethnic group: 2004-2013 Ethnic group White White British Irish Traveller of Irish Heritage Gypsy / Roma Any other White background Mixed White and Black Caribbean White and Black African White and Asian Any other mixed background Asian Indian Pakistani Bangladeshi Any other Asian background Black Black Caribbean Black African Any other Black background Chinese Any other ethnic group All pupils 2004 41.6 46.7 27.1 8.9 43.7 27.5 36.9 57.0 41.5 54.5 31.3 32.5 48.2 23.2 31.3 24.6 63.9 37.3 40.9 2005 43.0 42.9 50.7 20.7 9.1 46.2 41.9 30.5 40.8 56.6 46.1 44.0 57.4 32.5 34.5 50.8 30.7 27.1 35.0 27.5 68.8 40.3 42.5 2006 44.4 44.3 50.1 11.1 3.9 46.8 42.8 32.6 43.1 59.4 45.2 46.1 59.1 34.6 39.0 51.6 33.6 29.5 37.5 31.2 65.8 41.7 44.0 2007 46.1 46.1 52.6 8.6 7.0 46.3 44.5 34.1 42.5 58.9 48.5 48.2 62.0 37.3 41.4 50.8 37.1 33.2 40.8 33.5 70.7 42.5 45.8 2008 48.4 48.4 57.0 7.3 6.8 46.0 47.4 38.3 46.9 58.8 51.1 50.9 65.1 40.0 45.0 52.4 40.7 36.4 43.9 39.6 69.9 44.6 48.2 2009 50.7 50.9 58.0 9.2 9.1 47.7 51.3 42.3 51.0 62.3 54.9 53.1 67.0 42.9 48.3 54.3 44.5 39.4 48.4 41.2 71.6 47.4 50.7 2010 54.8 55.0 63.4 21.8 8.3 50.6 54.6 45.3 55.6 65.2 57.8 58.0 71.3 49.1 53.7 57.6 48.9 43.5 52.8 45.8 75.1 51.2 54.8 2011 58.0 58.2 65.9 17.5 10.8 54.3 58.5 49.1 57.6 68.1 62.3 61.8 74.4 52.6 59.7 62.2 54.3 48.6 57.9 52.6 78.5 54.0 58.2 2012 58.6 58.9 66.9 16.7 9.3 52.8 59.8 52.5 59.6 67.9 62.3 62.7 74.4 54.4 62.2 61.6 54.6 49.8 58.0 50.0 76.4 56.0 58.8 2013 60.2 60.5 68.8 17.5 13.8 55.4 62.5 54.9 63.3 69.7 65.5 64.2 75.7 55.5 64.0 64.3 58.1 53.3 61.2 54.6 78.1 59.2 60.6 Odds Ratios White Other groups Mixed White & Black Caribbean Indian Pakistani Bangladeshi Black African Black Caribbean Chinese 2004 1.09 0.53 1.68 0.64 0.68 0.64 0.42 2.48 2005 1.14 0.58 1.79 0.64 0.70 0.72 0.49 2.94 2006 1.11 0.61 1.82 0.67 0.80 0.75 0.53 2.42 2007 1.01 0.61 1.91 0.70 0.83 0.81 0.58 2.82 2008 0.91 0.66 1.99 0.71 0.87 0.83 0.61 2.48 2009 0.88 0.71 1.96 0.72 0.90 0.90 0.63 2.43 2010 0.84 0.68 2.03 0.79 0.95 0.92 0.63 2.47 2011 0.85 0.69 2.09 0.80 1.06 0.99 0.68 2.62 2012 0.78 0.77 2.03 0.83 1.15 0.96 0.69 2.26 2013 0.81 0.79 2.03 0.81 1.16 1.03 0.75 2.33 31 Figure 6: Percentage of all students achieving 5EM by ethnic group: 2004-2013 The results indicate the following: • At the high end Indian students have further increased their advantage over White British students and Chinese students have maintained their advantage. The odds of students from these ethnic groups of achieving 5EM in 2013 are over twice the odds for White British students. • Bangladeshi students have substantially increased in achievement from well below the White British average in 2004 (OR=0.68) to above the White British average in 2013 (OR=1.16). • Black African students have also show substantial increases in their educational achievement and there is no longer any gap relative to White British, the OR changing from OR=0.65 in 2004 to OR=1.03 in 2013. • There has been a significant closing of the gap for Black Caribbean, Mixed White & Black Caribbean and Pakistani students. For example the odds for Black Caribbean students achieving the threshold were less half the odds for White British in 2004 (OR=0.43) but in 2013 this had narrowed to OR=0.75. For Mixed White & Black Caribbean students there has been a change from OR=0.53 to OR=0.79 and for Pakistani students from OR=0.64 to OR=0.81. However, the odds of achieving 5EM for all three groups are still around 20% lower than the average for White British students. 32 • Only one ethnic group has seen performance decline relative to White British over the period. White other groups have moved from above the White British average in 2004-2006 to below the White British average from 2008 onwards and in 2013 the OR=0.81 is similar to that for Black Caribbean, Mixed White & Black Caribbean and Pakistani students. It should be remembered that we are looking at different cohorts of pupils in the time series and we saw in the demographics presented earlier that there has been a considerable increase in the White Other groups from 135,000 (2.1% of the population) in 2003 to 287,000 (4.3% of the population) in 2013. Capped (Best 8) points scores Any threshold indicator, be it 5AC or 5EM, can be sensitive to changes in results around the threshold. For this reason a points score averaged across all grades and across a range of subjects can have advantages. The capped (Best 8) points score has been used by the DfE for a number of years as an outcome indicator in value added calculations and in school performance tables. The indicator converts grades in GCSEs and a range of other qualifications to points scores and sums the scores for the highest eight GCSE, or equivalent examinations, achieved by the student 4 The Best 8 Points score has been published in school performance tables and used in school value added calculations but has not formed a routine part of DfE reports on GCSE achievement by pupil characteristics, there are therefore no routinely published statistics for the Best 8 score in relation to ethnicity or other pupil background characteristics. There was insufficient time to collate and analyse pupil level data from the various NPD files to calculate figures for all years. However, NPD pupil level data for 2004, 2007, 2009 and 2013 were available, and we calculated Best 8 scores for these years. Table 6 and Figure 7 present the mean and standard deviation of Best 8 score for each ethnic group. In addition a measure of effect size (Cohen's D) is presented. This expresses the difference in mean score between each ethnic group and White British students as a proportion of the pooled (here all pupil) standard deviation. The results follow a very similar pattern to the 5EM outcome: 4 • Indian and Chinese pupils consistently exceed the White British average by a wide margin (ES=0.39 and 0.60 respectively in 2013). • Bangladeshi pupils have improved and now have a mean score slightly higher than the White British average (ES=0.09). Both Pakistani and Black African students have improved substantially and their mean score in 2013 the same as the White British average. For details on the points awarded to different qualifications see the DfE Points Score document at http://www.education.gov.uk/schools/performance/secondary_13/Point_Score_Document_final.pdf 33 • Black Caribbean and Mixed White & Black Caribbean were the lowest performing groups in 2004 (ES=-0.35 and -0.29 respectively) and continue to be the lowest achieving groups in 2013. However, the size of these gaps has more than halved to just ES= -0.15 and -0.12 respectively in 2013. Both gaps would be considered 'small' according to Cohen's criteria 5. They are also small compared to other equity gaps. For example in 2013 the gender gap (ES=0.29) was twice as large as the ethnic gap, and the FSM gap (ES=0.61) four times larger than the ethnic gap. Table 6: Best 8 points score by ethnic group: Selected years 2004-2013 Mean Best 8 points score Ethnic group White British White Irish Traveller of Irish Heritage Gypsy / Roma White Other background Mixed White & Black African Mixed White & Caribbean Mixed White & Asian Mixed other background Indian Pakistani Bangladeshi Any other Asian background Black African Black Caribbean Black Other background Chinese Any other ethnic group Unclassified All pupils 2004 284.6 294.2 194.7 155.7 287.3 269.4 253.1 318.1 283.1 321.5 273.0 280.1 301.2 262.6 247.2 245.9 335.6 268.1 269.9 283.6 2007 295.7 300.8 124.0 132.4 287.8 290.1 268.6 316.5 297.6 334.6 284.3 294.1 296.3 283.1 273.7 271.9 348.1 283.3 280.0 295.0 2009 320.0 328.4 182.1 193.6 313.1 318.3 303.0 340.4 326.6 353.9 312.8 318.8 326.0 316.5 304.5 304.3 366.9 313.9 314.9 320.0 2013 Change 341.1 56.5 351.1 56.9 205.9 11.2 209.9 54.3 338.3 51.0 344.4 75.1 330.8 77.8 358.4 40.4 347.8 64.7 373.0 51.5 341.8 68.8 348.2 68.2 354.1 52.9 342.1 79.5 329.0 81.8 333.6 87.7 390.4 54.9 345.1 77.0 338.2 68.4 342.0 58.4 Standard Deviation 2004 107.4 111.0 146.0 123.3 120.6 118.7 111.7 106.0 118.0 88.8 100.6 100.6 116.8 110.5 104.0 109.7 114.3 127.5 114.0 108.3 2007 106.7 116.0 130.4 124.8 123.7 112.0 112.8 110.5 114.3 91.2 104.6 102.7 124.9 107.9 101.2 107.3 111.0 123.6 115.5 107.9 2009 2013 92.4 82.3 95.4 84.0 128.1 135.5 115.6 128.6 104.1 92.3 96.0 80.7 95.4 83.3 94.0 80.7 94.9 82.9 78.3 69.3 89.6 78.0 89.3 76.5 98.1 83.9 89.2 75.6 86.4 76.3 93.1 79.8 97.4 74.8 104.3 85.5 97.9 91.3 93.0 82.6 Effect Size 2004 0.09 -0.83 -1.19 0.03 -0.14 -0.29 0.31 -0.01 0.34 -0.11 -0.04 0.15 -0.20 -0.35 -0.36 0.47 -0.15 -0.14 - 2007 0.05 -1.59 -1.51 -0.07 -0.05 -0.25 0.19 0.02 0.36 -0.11 -0.01 0.01 -0.12 -0.20 -0.22 0.49 -0.11 -0.15 - 2009 0.09 -1.48 -1.36 -0.07 -0.02 -0.18 0.22 0.07 0.37 -0.08 -0.01 0.07 -0.04 -0.17 -0.17 0.50 -0.07 -0.05 - Note: Effect Size (Cohen's D) is the difference in mean score between each ethnic group and White British divided by the all pupils standard deviation. Ethnic groups in bold are the nine core ethnic groups. 5 Cohen (1988) suggests benchmarks for Cohen's D of around 0.20, 0.50 and 0.80+ to indicate small, medium and large effect sizes respectively. However these are rather arbitrary rules of thumb and it is good practice to compare the size of the effect to the size for a range of other variables on the same outcome, for example in this case to compare the size of ethnic gaps against the size of gender or FSM gaps. 34 2013 0.12 -1.64 -1.59 -0.03 0.04 -0.12 0.21 0.08 0.39 0.01 0.09 0.16 0.01 -0.15 -0.09 0.60 0.05 -0.03 - Figure 7: Best 8 points score by ethnic group: Selected years 2004-2013 Source: Authors own analysis of NPD. Overview across the three indicators Overall the pattern of results over the last 10 years is broadly consistent across different indicators: • Indian and Chinese students have consistently scored substantially above the White British average • Bangladeshi, Black African and Pakistani students results have improvement substantially and achievement gaps relative to White British students have been eliminated, and in some cases reversed • Black Caribbean and Mixed White & Black Caribbean students have also shown very strong improvement, from being half as likely and White British students to achieve the benchmarks of educational success in the early 2000’s to near parity in 2013, although stubborn gaps do remain • White Other students generally scored above the White British average in the early 2000’s but in recent years have been scoring below the White British average, with a similar gap to Black Caribbean and Mixed White and Black Caribbean students. 35 There are some ethnic groups that have contrasting achievement gaps across the three indicators. Pakistani pupils perhaps show the biggest differences. There is no Pakistani achievement gap on Best 8 score or on the 5AC indicator, but some lower achievement on the 5EM outcome (OR=0.81). A similar, though less extreme, contrast across indicators is also seen for White Other students. The extent of underachievement for the White Other groups is also negligible on Best8 and very small on 5AC (OR=0.87) but a little larger on 5EM (OR=0.81). It may be that GCSE English is a particular challenge for some students in these two ethnic groups, and certainly a recent analysis of the 2013 NPD in relation to EAL and ethnicity (Strand, Malmberg & Hall, 2015) identified English as the subject with the largest EAL gap, and Pakistani and White Other students among the groups with the largest EAL gap. This suggests a particular focus on GCSE English for EAL pupils from these two ethnic groups, and particularly for those who are new arrivals in England, will be important in addressing the 5EM achievement gap. 36 Trends in the relative size of ethnic, gender and FSM gaps We have looked above at the absolute size of the achievement gap for ethnic minority groups relative to White British students over the last ten years and seen how these have reduced. This section evaluates the relative size of ethnic, gender and FSM achievement gaps and whether the ethnic achievement gap has got larger or smaller relative to gender and FSM gaps. We index the ethnic gap as the difference between the average for White British students and the average for the lowest achieving of the core ethnic groups in 5EM, which in all years was Black Caribbean students. Gender and FSM gaps are straightforward contrasts between girls and boys and between pupils not entitled and those entitled to FSM. Table 7 and Figure 8 present the data. Table 7: Trends in ethnic, gender and FSM achievement gaps at age 16 over time: 2004-2013 Student grouping Ethnicity White British Black Caribbean Gap (% points) Odds Ratio (OR) Socio-economic FSM Not FSM Gap (% points) Odds Ratio (OR) Gender Boys Girls Gap (% points) Odds Ratio (OR) 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 40.9 22.8 18.1 2.3 42.9 27.1 15.8 2.0 44.2 29.2 15.0 1.9 45.8 32.7 13.1 1.7 48.0 35.9 12.1 1.6 50.9 39.4 11.5 1.6 55.0 43.5 11.5 1.6 58.2 48.6 9.6 1.5 58.9 49.8 9.1 1.4 60.5 53.3 7.2 1.3 16.8 44.8 28.0 4.0 18.0 46.4 28.4 3.9 19.6 47.7 28.1 3.7 21.4 49.3 27.9 3.6 23.8 51.7 27.9 3.4 26.6 54.2 27.6 3.3 30.9 58.5 27.6 3.2 34.6 62.0 27.4 3.1 36.3 62.6 26.3 2.9 37.9 64.6 26.7 3.0 37.1 44.8 7.7 1.4 38.4 46.7 8.3 1.4 39.7 48.0 8.3 1.4 41.4 49.6 8.2 1.4 43.8 51.9 8.1 1.4 47.1 54.4 7.3 1.3 51.1 58.6 7.5 1.4 54.6 61.9 7.3 1.4 54.2 63.7 9.5 1.5 55.6 65.7 10.1 1.5 Note. In the above table we have expressed the OR for ethnicity as how much higher the odds of White British students achieving 5EM are compared to Black Caribbean students, so that ethnic, gender and FSM gaps are all expressed as advantages. However the OR=1.34 (odds for White British relative to Black Caribbean) is identical to the OR=0.75 (odds for Black Caribbean relative to White British) they just reverse the base or reference group. In terms of simple trends: • As we saw earlier there has been a substantial shrinking of the ethnic gap. The odds of success for White British students remain higher than for Black Caribbean students but have narrowed sharply with the OR reducing from 2.3 to 1.3. • The relative advantage for girls was stable up until 2011 at an OR of around 1.4, but has widened very slightly in the last two years due to a stalling of the 37 increase in 5EM for boys compared with a continued large increase for girls (this is seen most clearly in Figure 9). • The FSM gap has narrowed over the period with the OR declining from 4.0 to 3.0, but it remains by far the largest achievement gap. 38 Figure 8: Trends in ethnic, gender and FSM achievement gaps at age 16 over time: 2004-2013 Notes: In the ethnicity graph the numbers displayed show the proportion achieving 5EM for White British students and for Black Carib group). 39 Importantly there are significant changes over time in the relative size of the achievement gaps. Looking at the percentage point gaps, in 2004 the ethnic gap was 18.1 percentage points, more than twice as large as the gender gap (7.7% points) and half the size of the FSM gap (28% points). However, by 2013 this had changed substantially. Now the ethnic gap (7.2% points) is actually smaller than the gender gap (10.1% points), and about one-quarter of the size of the FSM gap (26.7% points). We see the same pattern for Best8 points score. Figure 9 present the effect sizes in 2004 and 2013. In 2004 the ethnic gap (taking Black Caribbean students as the lowest scoring group) was larger than the gender gap, but in 2013 the ethnic gap is half the size of the gender gap. Equally while in 2004 the ethnic gap was half the size of the FSM gap, in 2013 it is just one-quarter the size of the FSM gap. These are the same proportions we see from a comparison of the gaps using the 5EM measure. Figure 9: Cohen's D effect size for gender, ethnic and FSM Achievement gaps in 2004 and 2013 We conclude that ethnic achievement gaps have not just narrowed in absolute terms, they have also declined substantially relative to the gender and FSM gaps. Achievement by combinations of ethnic group, entitlement to FSM and gender Having explored the overall trends in relation to ethnicity and achievement, this section explores the extent to which ethnic trends may vary across other demographic variables, specifically entitlement to FSM or gender. For example is the improvement in the results for Black Caribbean students similar for both boys and girls, or among students entitled to FSM and those not entitled to FSM? Given the relative consistency in ethnic gaps across the three examination measures we focus on the 5EM indicator, 40 since it is has been, and is currently, the main benchmark of success at age 16 and we have data for every year in the time series through DfE SFRs. Presenting the number of students as well as performance in a time series analyses over 10 years would involve a large number of additional cells. To give an indication of the size of the ethnic, FSM and gender combinations pupil numbers for 2013 are shown in Appendix 2. When breaking results down by ethnic group, FSM and gender simultaneously numbers in some cells can become relatively small, even for a national cohort of over 570,000 students. For example there are only 83 Chinese girls entitled to FSM in 2013. While there may be greater year to year variability for such small groups, generally numbers are sufficiently high to provide robust estimates. Pupils not entitled to FSM Figure 10 presents the 5EM results for pupils not entitled to FSM by ethnic group and gender (Appendix 5 tabulates the data), while Table 9 and Figure 11 combine boys and girls together. As would be expected results for pupils not entitled to FSM are slightly higher than the results for all pupils (see Figure 6), but the pattern of performance by ethic group and the profile of change over time is very similar, so we will not reiterate the previous bullet point summary. This is perhaps not surprising given that pupils not entitled to FSM are a large majority of the cohort (85% of all pupils in the 2013 Y11 cohort). We can look here at contrasts by ethnicity and gender. The proportion of girls achieving 5EM is around 10% points higher than for boys and broadly consistent across all ethnic groups in 2013. The only notable contrast by ethnicity and gender over time is in the particularly strong relative improvement of Black boys. In 2004, the achievement gaps for Black African boys (OR=0.72) and Black Caribbean boys (OR=0.37) relative to White British boys were much larger than the gaps for Black African girls (OR=0.85) and Black Caribbean girls (OR=0.49) relative to White British girls. However, in 2013 both Black African boys and girls are achieving above the White British average (OR=1.09 and OR=1.05 respectively) and Black Caribbean boys and girls have a similar gap (OR=0.69 and OR=0.75 respectively), i.e. Black boys have made proportionally more improvement 2004-2013 than Black girls. The big change to previous results occurs when we look at ethnic gaps among pupils entitled to FSM, which are radically different from the results above and to which we now turn. 41 Figure 10: GCSE 5EM for pupils not entitled to FSM by ethnic group and gender: 2004-2013 Notes: for tabulated data and OR's see Appendix 5 42 Table 8 & Figure 11: GCSE 5EM for all pupils not entitled to FSM by ethnic group: 2004-2013 Ethnic group White White British Irish Traveller of Irish Heritage Gypsy / Roma Any other White background Mixed White and Black Caribbean White and Black African White and Asian Any other mixed background Asian Indian Pakistani Bangladeshi Any other Asian background Black Black Caribbean Black African Any other Black background Chinese Any other ethnic group All pupils 2004 45.0 52.3 39.4 14.3 49.2 32.7 41.7 62.8 47.6 57.3 37.2 37.5 53.7 26.4 39.4 28.2 65.0 44.7 44.7 2005 46.6 46.5 56.8 31.9 11.6 51.3 47.7 35.1 46.8 61.5 52.0 50.6 60.3 37.9 39.9 56.1 35.7 30.0 42.7 32.8 69.9 47.0 46.4 2006 47.8 47.7 56.5 x x 51.5 48.5 37.5 48.4 64.2 51.0 51.6 61.7 38.9 43.4 56.2 38.3 32.7 44.6 35.1 67.3 48.2 47.7 2007 49.4 49.4 57.9 13.3 8.4 50.1 49.8 39.0 47.3 64.4 53.1 53.5 64.4 41.4 46.7 54.3 41.2 35.9 47.0 37.0 71.8 47.0 49.4 2008 51.7 51.7 62.5 x 7.7 49.0 52.1 42.7 52.4 63.1 55.3 55.3 67.2 43.7 48.0 55.0 44.9 39.2 49.9 42.8 70.8 49.2 51.7 2009 54.1 54.3 64.0 x 10.4 50.3 56.3 46.8 56.7 67.0 59.7 57.5 69.2 46.9 52.8 55.9 49.0 42.1 55.1 44.3 71.7 50.0 54.2 2010 2011 58.4 61.8 58.6 62.0 69.1 71.7 27.6 25.0 9.5 11.9 52.8 56.3 59.5 63.2 50.0 53.9 60.4 61.7 69.7 72.5 62.2 66.6 62.0 65.7 73.2 76.3 53.0 56.8 56.6 62.6 60.1 64.0 53.2 58.8 46.5 52.0 58.8 63.6 50.1 57.1 75.8 78.9 54.5 56.5 58.5 62.0 2012 62.3 62.7 72.4 23.6 9.9 54.6 64.7 58.0 64.1 72.0 66.4 65.9 76.2 57.5 64.5 63.7 58.6 52.8 62.9 54.0 77.1 58.0 62.6 2013 64.2 64.5 74.2 25.0 18.0 57.3 67.5 60.7 67.7 73.8 69.8 67.4 77.2 58.8 67.0 66.4 62.5 57.0 66.2 59.6 78.2 62.7 64.6 Odd-Ratio White Other groups Mixed White & Black Caribbean Indian Pakistani Bangladeshi Black African Black Caribbean Chinese 2004 1.18 0.59 1.64 0.72 0.73 0.79 0.44 2.27 2005 1.21 0.62 1.75 0.70 0.76 0.86 0.49 2.67 2006 1.16 0.66 1.77 0.70 0.84 0.88 0.53 2.26 2007 1.03 0.65 1.85 0.72 0.90 0.91 0.57 2.61 2008 0.90 0.70 1.91 0.73 0.86 0.93 0.60 2.27 2009 0.85 0.74 1.89 0.74 0.94 1.03 0.61 2.13 2010 2011 0.79 0.79 0.71 0.72 1.93 1.97 0.80 0.81 0.92 1.03 1.01 1.07 0.61 0.66 2.21 2.29 2012 0.72 0.82 1.90 0.80 1.08 1.01 0.67 2.00 2013 0.74 0.85 1.86 0.79 1.12 1.08 0.73 1.97 43 Pupils entitled to FSM Figure 12 presents the results for pupils entitled to FSM broken down by ethnic group and gender (the data is tabulated in Appendix 6). Table 9 and Figure 13 present the combined data for boys and girls. • The most striking feature, in contrast to the results for pupils not entitled to FSM, is that among those entitled to FSM all ethnic minority groups achieve greater success than White British pupils. In 2013 relative to White British students the odds for Chinese pupils achieving 5EM were 6.9 times greater, for Indian students 3.4 times greater, for Bangladeshi 3.0 times, for White other 1.6 times, for Black Caribbean 1.5 times and even for the lowest achieving minority group, Mixed White & Black Caribbean students, the odds of achieving 5EM were 1.26 times (26%) higher than for White British students. • Many ethnic minority groups have pulled even further ahead of White British students between 2004 and 2013. Between 2004 and 2013 the OR for Mixed White & Black Caribbean students increased from OR=0.97 to OR=1.26, for Black Caribbean students it increased from OR=0.98 to OR=1.53, for Black African students from OR=1.44 to OR=2.22 and for Bangladeshi students from OR=2.52 to OR=3.0. So the gap between White British FSM students and ethnic minorities FSM students is large and increasing: White British FSM students are not only the lowest achieving they seem to be increasingly so over time. • There is very little difference between the ethnic trends for boys and girls. The only notable point is that while Black Caribbean and Mixed White & Black Caribbean girls started pulling ahead of White British girls in 2005, this trend did not emerge for Black Caribbean and Mixed White & Black Caribbean boys until 2008. Overall, the trends are highly similar for both boys and girls. • Within the ‘Black’ group there is increasing divergence between Black African students on the one hand and Black Caribbean and Mixed White & Black Caribbean students on the other, among both boys and girls. The gap between Black African and Black Caribbean students has increased from 5.2% points in 2004 to 9.2% points in 2013 and for Mixed White & Black Caribbean students the percentage point gap has increased from 5.4% in 2004 to 13.9% percentage points in 2013. 44 Figure 12: GCSE 5EM for pupils entitled to FSM by ethnic group and gender: 2004-2013 Notes: for tabulated data and OR's see Appendix 6. 45 Table 9: 5+ A*-C GCSE (Inc. English & Maths) for all pupils entitled to FSM by ethnic group: 2004-2013 Ethnic group White White British Irish Traveller of Irish Heritage Gypsy / Roma Any other White background Mixed White and Black Caribbean White and Black African White and Asian Any other mixed background Asian Indian Pakistani Bangladeshi Any other Asian background Black Black Caribbean Black African Any other Black background Chinese Any other ethnic group All pupils 2004 14.1 19.5 2.2 1.9 2005 15.1 14.7 21.4 2.4 6.1 2006 16.2 16.0 19.5 x x 2007 17.7 17.4 24.1 x x 2008 19.5 19.1 24.6 x 5.4 2009 21.9 21.5 24.0 x 6.9 2010 25.8 25.3 29.1 16.7 6.2 2011 29.3 28.8 33.6 12.3 8.3 2012 30.9 30.5 32.7 11.7 8.5 2013 32.7 32.3 38.5 12.9 9.2 20.1 - 23.7 21.2 23.6 22.0 26.7 24.6 29.4 27.9 31.9 30.7 37.0 34.9 41.6 39.5 41.9 41.3 43.8 43.9 13.7 24.3 27.6 17.8 23.7 27.7 18.0 25.6 31.4 19.4 27.6 29.6 23.1 28.1 34.3 27.4 29.1 35.9 30.0 37.8 38.6 33.7 43.6 42.5 36.0 44.7 46.3 37.5 48.6 47.9 18.5 35.3 22.5 29.3 22.4 28.6 37.4 24.1 30.5 22.6 32.0 39.5 27.1 35.3 28.7 33.7 41.9 29.5 36.4 31.6 37.6 45.9 32.3 41.7 33.4 39.6 48.0 34.2 43.0 38.9 45.7 55.0 40.6 50.3 43.9 49.5 57.0 42.9 56.2 44.5 51.8 57.9 46.5 58.6 48.0 52.8 61.5 46.8 59.2 29.8 13.9 19.1 32.7 20.3 18.8 22.4 34.4 23.1 19.5 25.5 36.0 27.1 24.2 29.2 40.5 30.4 26.2 32.1 45.9 33.8 29.5 35.6 45.3 39.1 33.1 42.1 51.8 44.3 37.8 47.2 49.6 45.6 40.2 48.4 52.4 48.2 42.2 51.4 16.3 55.4 24.2 16.8 14.8 58.6 27.6 18.0 20.7 53.8 29.7 19.6 23.5 60.7 33.4 21.4 30.7 63.1 35.5 23.8 32.7 70.8 42.2 26.6 34.9 68.4 44.2 30.9 41.3 73.5 48.5 34.6 40.0 68.2 51.2 36.3 43.1 76.8 51.5 37.9 Odd-Ratio White Other groups Mixed White & Black Caribbean Indian Pakistani Bangladeshi Black African Black Caribbean Chinese 2004 1.53 2005 1.80 2006 1.62 2007 1.73 2008 1.76 2009 1.71 2010 1.73 2011 1.76 2012 1.64 2013 1.63 0.97 3.32 1.77 2.52 1.44 0.98 7.57 1.26 3.47 1.84 2.55 1.68 1.34 8.21 1.15 3.43 1.95 2.86 1.80 1.27 6.11 1.14 3.42 1.99 2.72 1.96 1.52 7.33 1.27 3.59 2.02 3.03 2.00 1.50 7.24 1.38 3.37 1.90 2.75 2.02 1.53 8.85 1.27 3.61 2.02 2.99 2.15 1.46 6.39 1.26 3.28 1.86 3.17 2.21 1.50 6.86 1.28 3.13 1.98 3.23 2.14 1.53 4.89 1.26 3.35 1.84 3.04 2.22 1.53 6.94 Notes: 2004 data authors own calculations from NPD. 2005-2013 taken from the relevant DfE SFRs. 46 Figure 13: 5+ A*-C GCSE (Inc. English & Maths) for all pupils entitled to FSM by ethnic group: 2004-2013 47 Check against Best 8 score For completeness Table 10 and Figure 14 present a breakdown of Best 8 score by ethnic group and entitlement to FSM to see whether the trends discussed above for 5EM are also reflected in Best 8 score. Table 10: Best 8 points score by ethnic group and entitlement to FSM Ethnic group White British White Other groups Mixed White & Carib. Indian Pakistani Bangladeshi Black African Black Caribbean Chinese 2004 200.8 229.0 212.4 283.5 255.6 276.1 237.4 222.2 319.5 Effect size White Other groups Mixed White & Carib. Indian Pakistani Bangladeshi Black African Black Caribbean Chinese 0.24 0.10 0.71 0.47 0.65 0.32 0.18 1.02 Entitled to FSM 2007 2009 215.9 253.3 252.5 285.5 228.7 268.2 295.1 323.8 267.6 297.1 287.2 310.7 258.8 294.2 251.0 287.5 324.8 360.4 0.31 0.11 0.67 0.44 0.60 0.36 0.30 0.92 0.31 0.14 0.67 0.42 0.55 0.39 0.33 1.02 2013 287.7 310.0 300.9 344.6 328.7 337.5 326.3 311.3 372.0 Change 0.22 0.13 0.56 0.40 0.49 0.38 0.23 0.83 -0.02 0.03 -0.15 -0.07 -0.16 0.07 0.05 -0.19 86.9 81.0 88.5 61.2 73.1 61.3 88.9 89.1 52.6 Not Entitled FSM 2004 2007 295.0 305.0 300.9 294.5 268.6 281.8 327.0 339.3 284.6 293.0 286.4 301.5 279.3 295.8 256.0 280.5 337.8 350.6 0.06 -0.26 0.31 -0.10 -0.08 -0.15 -0.38 0.42 -0.10 -0.23 0.33 -0.12 -0.03 -0.09 -0.24 0.44 2009 327.5 317.5 313.4 357.3 319.8 325.6 328.2 309.1 367.5 2013 348.7 343.1 340.8 376.0 346.9 355.0 350.1 335.0 391.9 Change -0.11 -0.16 0.34 -0.09 -0.02 0.01 -0.21 0.45 -0.07 -0.10 0.36 -0.02 0.08 0.02 -0.18 0.57 -0.13 0.15 0.05 0.08 0.17 0.17 0.20 0.15 53.7 42.2 72.2 49.0 62.3 68.6 70.8 79.0 54.1 The pattern of closing ethnic achievement gaps over time among non-FSM pupils is equally apparent for Best 8 score as for 5EM. The pattern of much higher achievement by ethnic minority FSM pupils compared to White British FSM pupils is also very clear. However, an increase in the advantage of ethnic minority FSM pupils between 2004 and 2013 is not evident. Since the Best 8 points score advantage for FSM ethnic minority students has not increased, the increased advantage in the proportion achieving 5EM presumably reflects a greater likelihood of achieving A*-C grades in GCSE English and mathematics in particular. 48 Figure 14: Best 8 points score by ethnic group and entitlement to FSM 49 Adjusting ethnic achievement gaps for socio-economic factors It should be noted that the above data are unadjusted, they take no account of the fact that levels of socio-economic disadvantage are considerably higher among ethnic minority groups compared to the White British group. For example Figure 15 shows the proportion of each ethnic group entitled to FSM and Figure 16 shows the proportion in each Income Deprivation Affecting Children Index (IDACI) score quintile (from very low to very high deprivation). On both measures the considerably greater poverty within ethnic minority groups is clear. Studies that use regressions methods to adjust ethnic results to account for socioeconomic differences suggest that almost all ethnic minority groups achieve better than the White British students of comparable SES at age 16. For example Strand (2014a) uses the Longitudinal Study of Young People in England (LSYPE) to explore ethnic gaps in achievement at GCSE in 2006 after adjusting for a socio-economic status (SES) factor created from a range of socio-economic variables (parental social class, parental educational qualifications, neighbourhood deprivation, entitlement to FSM and home ownership). All ethnic minority groups achieve at least as well and frequently substantially better than the White British students, with the single exception of middle and high SES Black Caribbean boys (see Figure 17). 50 Figure 15: Percentage of students age 5-16 entitled to a FSM: England 2011 Figure 16: Percentage of students in each of five score bands based on IDACI: England 2011 Source: Both graphs authors own calculations based on all students aged 5-16 in January 2011 (See Strand, 2012). 51 Figure 17: GCSE results at age 16 adjusted for Socio-economic Status (SES) Notes: (1). Based on the LSYPE nationally representative sample of 15,000 students age 16 in 2006. (2) The outcome (total points score) is a measure of achievement based on all examinations completed by the young person at age 16, and is expressed on a scale where 0 is the mean (average) score for all Young People at age 16 and two-thirds of students score between -1 and 1. (3). The SES measure also has a mean (average) of zero and the effects for low SES are estimated at -1SD and of high SES at +1SD. Source: Strand (2014a) Figure 4 for full details. 52 Ethnic achievement gaps at primary school It should not be assumed that achievement gaps observed at age 16 are necessarily the result of influences occurring during the secondary school phase. The gaps may reflect earlier gaps from primary school or the early years. To better understand the origins of the low achievement of White British students entitled to FSM at age 16 it is important to evaluate data from earlier in the educational system. Figure 18 displays the age 16 5EM data is a form that (i) highlights the achievement of each ethnic and FSM combination and (ii) facilitates consistent comparison with the results from primary school assessments which follow. As we have seen earlier, at age 16 White British students on FSM are the lowest achieving group, and the FSM gap for White British students (indicated by the red bars) is the largest of all ethnic groups. Figure 18: Age 16 5EM results by ethnic group and FSM: England 2013 Source: Authors graphic based on data from DfE SFR 05/2014. Irish Traveller and Gypsy Roma Travellers not included because of small sample size. Black horizontal line indicates the England average. 53 End of Key Stage 2 (age 11) Figure 19 presents the national end of key stage 2 (KS2) test results at age 11. The figure plots the KS2 threshold measure, which is the percentage of pupils gaining level 4 or above in all three domains of reading, writing and mathematics. Again there is a separate bar plotted for each ethnic group and FSM combination. White British FSM pupils (58%), along with White Other FSM pupils (56%), are the lowest achieving groups 6. It is apparent that the low achievement of White British FSM is not particular to the secondary phase and a substantial gap exists at age 11, although there is evidence that the gap grows even further during the secondary phase (e.g. Strand, 2014a). Figure 19: Age 11 results by ethnic group and FSM: England 2013 Source: Authors graphic based on tabulated data presented in Appendix 7. Irish Traveller and Gypsy Roma Travellers not included because of small sample size. Data source = DfE SFR 51/2013. Horizontal line indicates the England average. 6 We know that for many pupils in the White Other group their low achievement at age 11 reflects EAL issues associated with recent arrival in England and low fluency in the English language. Indeed when these factors are taken into account they make above average progress age 11-16 (See Strand et al. 2015 for a full analysis). 54 End of Foundation Stage (age 5) The earliest national collection of data on educational attainment is the Early Years Foundation Stage Profile (EYFSP) completed at the end of reception year when children are aged 5. Figure 20 presents the proportion of pupils rated as achieving a good level of development (GLD) 7. Again there is a separate bar plotted for each ethnic group and FSM combination. Figure 20: Age 5 results by ethnic group and FSM: England 2013 % with a 'good level of development' 65 60 55 50 45 40 35 30 25 20 Source: See Appendix 8 for tabulated data. Authors graphic based on data from DFE SFR 47/2013. Horizontal line indicates the England average. White British pupils entitled to FSM (35%), along with White Other FSM (34%) and Pakistani FSM (34%) pupils are the lowest achieving groups. However, the results for Pakistani pupils, as for White Other groups, are related to the high number of pupils with EAL within these two groups. A recent analysis of the NPD (Strand, Malmberg & Hall, 2015) shows that EAL gaps are largest in the EYFSP at age 5 (GLD OR=0.67) and more or less disappear by age 16 (5EM OR=0.90). 7 The GLD measure is the most widely used single measure of child development in the early years. Children have been defined as reaching a GLD and the end of the EYFS if they achieved at least the expected level in the early learning goals in the prime areas of learning (personal, social & emotional development; physical development; and communication and language) and in the specific areas of language and literacy. See DfE SFR 47/2013 p13. 55 The above results indicate that any analysis of the drivers of the low educational achievement of White British pupils on FSM at age 16 must consider factors operating in the first five years of the child's life. 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London: Centre for Learning and Life Chances in Knowledge Economies and Societies. http://www.llakes.org 60 Appendices Appendix 1: DfE Statistical First Releases (SFR) relating to age 16 attainment Appendix 2: Pupil numbers by ethnic group, entitlement to FSM and gender for 2013 Appendix 3: Notes on Local Authority maps for percentage ethnic minority students 2003-2013 Appendix 4: Percentage of pupils achieving 5AC by ethnic group and gender: 20032013 Appendix 5: GCSE 5EM for pupils not entitled to FSM by ethnic group and gender: 2004-2013 Appendix 6: GCSE 5EM for pupils entitled to FSM by ethnic group and gender: 20042013 Appendix 7: Key stage 2 achievement by ethnic group, gender and entitlement to FSM: 2013 Appendix 8: Foundation Stage Profile achievement by ethnic group, gender and entitlement to FSM: 2013 Appendix 9: Special educational needs (SEN) and fixed term exclusions (FTE) by ethnic group. 61 Appendix 1: DfE Statistical First Releases (SFR) relating to age 16 attainment Exam results year SFR ID 2003 SFR 2004-04 Title National Curriculum Assessment and GCSE/GNVQ Attainment by Pupil Characteristics in England 2002 (final) and 2003 (provisional) National Curriculum Assessment, GCSE and Equivalent Attainment and Post-16 Attainment by Pupil Characteristics in England 2004 National Curriculum Assessment, GCSE and Equivalent Attainment and Post-16 Attainment by Pupil Characteristics in England 2005 National Curriculum Assessment, GCSE and Equivalent Attainment and Post-16 Attainment by Pupil Characteristics in England 2005/06 National Curriculum Assessment, GCSE and Equivalent Attainment and Post-16 Attainment by Pupil Characteristics in England 2006/07 2004 SFR 2005-08 2005 SFR 2006-09 2006 SFR 2007-04 2007 SFR 2007-38 2008 SFR 2008-32 Attainment by pupil characteristics in England, 2007/08 2009 SFR 2009-34 GCSE Attainment by Pupil Characteristics, in England 2008/09 2010 SFR 2010-37 2011 SFR 2012-03 2012 SFR 2013-04 2013 SFR 2014-05 GCSE and equivalent attainment by Pupil Characteristics, in England 2009/10 GCSE and equivalent attainment by Pupil Characteristics, in England 2010/11 GCSE and equivalent attainment by Pupil Characteristics, in England 2011/12 GCSE and equivalent attainment by Pupil Characteristics, in England 2012/13 62 Appendix 2: Pupil numbers at the end of key stage 4 by ethnic group, entitlement to FSM and gender for 2013 Boys Eligible for FSM Girls Total Boys All Other Pupils Girls Total Boys All pupils Girls Total White White British Irish Traveller of Irish heritage Gypsy / Roma White other background Mixed White and Black Caribbean White and Black African White and Asian Other mixed background Asian Indian Pakistani Bangladeshi Other Asian background Black Black Caribbean Black African Black other background Chinese Any other ethnic group 29,790 27,977 168 42 191 1,412 2,290 915 249 362 764 5,313 683 2,588 1,439 603 4,204 1,059 2,675 470 85 1,161 28,636 26,923 120 43 201 1,349 2,270 913 288 343 726 5,142 625 2,388 1,520 609 4,218 1,000 2,764 454 83 1,100 58,426 54,900 288 85 392 2,761 4,560 1,828 537 705 1,490 10,455 1,308 4,976 2,959 1,212 8,422 2,059 5,439 924 168 2,261 205,023 195,617 850 27 197 8,332 8,480 2,676 909 1,901 2,994 18,636 6,262 6,635 2,355 3,384 9,428 3,004 5,336 1,088 1,060 2,640 197,141 187,952 761 25 231 8,172 8,571 2,829 885 1,828 3,029 17,695 5,973 6,167 2,362 3,193 9,592 3,095 5,426 1,071 1,029 2,343 402,164 383,569 1,611 52 428 16,504 17,051 5,505 1,794 3,729 6,023 36,331 12,235 12,802 4,717 6,577 19,020 6,099 10,762 2,159 2,089 4,983 234,813 223,594 1,018 69 388 9,744 10,770 3,591 1,158 2,263 3,758 23,949 6,945 9,223 3,794 3,987 13,632 4,063 8,011 1,558 1,145 3,801 225,777 214,875 881 68 432 9,521 10,841 3,742 1,173 2,171 3,755 22,837 6,598 8,555 3,882 3,802 13,810 4,095 8,190 1,525 1,112 3,443 460,590 438,469 1,899 137 820 19,265 21,611 7,333 2,331 4,434 7,513 46,786 13,543 17,778 7,676 7,789 27,442 8,158 16,201 3,083 2,257 7,244 All pupils 43,330 41,852 85,182 247,678 238,474 486,152 291,008 280,326 571,334 Source: DfE SFR 2014-05. 63 Appendix 3: Notes on the Local Authority maps for percentage ethnic minority students 2003 & 2013 The percentage categories that are shown in the Local Authority (LA) maps of the report are used to best represent the diversity of percentage values for the different LAs. The relatively extreme percentage values for the LAs – many having relatively small proportions of ethnic minority students and many having relatively high proportions of ethnic minority students – meant that determining percentage categories based on quintiles gave percentage categories of very different widths. Likewise, using categories that had equal widths (in terms of percentage) obscured the large diversity in the data. Therefore, the percentage categories were imputed using the Jenks natural breaks classification method. This method imputes category boundaries such that values in the category have a minimal standard deviation from the category’s mean and a maximum deviation from the other categories. These category boundaries were then rounded to make more meaningful categories. Number of LAs by category 2003 and 2013 Percentage categories (%) 0 - 6.99 7 - 15.99 16 - 30.99 31 - 49.99 50+ Total Year 2003 2013 61 36 20 11 24 152 28 38 35 18 33 152 Two LAs were reorganised in 2009. The county of Bedfordshire was abolished and split into two LAs (Bedford & Central Bedfordshire) and the county of Cheshire was also abolished and split into two LAs (Cheshire East and Cheshire West and Chester). The new LAs, particularly Bedford & Central Bedfordshire, have very divergent ethnic profiles from each other and this is reflected in the 2013 data. However, for 2003 it is not possible to disaggregate data for the new LAs so the original LA average has to be used for both new LAs in each case. 64 Appendix 4: GCSE 5AC by ethnic group and gender: 2003-2013 Gender Boys Boys Boys Boys Boys Boys Boys Boys Boys Boys Boys Ethnic group White British White Other groups Mixed White & Black Carib. Indian Pakistani Bangladeshi Black Caribbean Black African Chinese Black other groups ALL BOYS 2003 46.1 46.3 32.3 60.3 35.7 38.5 25.1 34.1 70.9 27.2 45.5 2004 47.4 49.3 34.1 61.6 38.8 41.0 27.3 37.3 69.5 29.8 46.8 2005 50.2 54.2 37.6 64.8 43.2 46.7 33.3 42.9 77.1 33.7 49.9 2006 52.6 54.4 39.3 66.7 44.9 50.3 35.9 44.3 74.6 38.9 52.2 2007 55.2 54.8 42.0 69.7 47.0 52.3 41.5 50.0 81.6 42.9 54.8 2008 59.5 56.6 49.7 74.3 52.7 56.0 46.9 53.5 80.9 49.9 59.1 2009 65.9 63.5 58.6 78.8 61.2 65.5 56.4 65.7 84.1 60.0 65.8 2010 71.8 70.6 66.1 85.0 69.8 72.0 64.2 71.6 87.6 65.9 71.9 2011 76.8 76.9 70.8 87.6 77.4 79.4 72.2 79.1 90.6 73.9 77.0 2012 79.6 76.9 75.1 89.3 79.9 82.9 75.3 80.5 91.9 76.6 79.8 2013 79.2 77.9 76.7 88.6 81.0 81.5 76.3 81.3 90.9 79.3 79.6 Girls Girls Girls Girls Girls Girls Girls Girls Girls Girls Girls White British White Other groups Mixed White & Black Carib. Indian Pakistani Bangladeshi Black Caribbean Black African Chinese Black Other groups ALL GIRLS 2003 56.6 58.2 46.8 70.3 48.1 52.6 40.3 46.8 79.2 40.3 56.1 2004 57.4 61.6 44.9 71.9 52.1 55.2 43.8 48.9 79.1 43.0 57.0 2005 60.1 63.7 50.0 75.8 54.1 58.5 49.4 53.3 85.1 50.8 60.0 2006 61.9 64.8 53.8 76.5 57.6 61.8 52.4 56.1 84.3 55.7 61.9 2007 64.0 63.1 55.8 79.4 59.6 64.4 56.2 61.1 85.1 57.3 63.9 2008 68.2 65.1 60.6 82.7 64.0 68.9 60.8 66.8 87.6 62.5 68.2 2009 73.8 70.4 67.9 85.8 72.0 73.8 69.9 74.1 91.2 68.4 73.9 2010 79.3 77.1 75.5 89.7 78.4 79.9 76.2 80.5 92.3 77.3 79.5 2011 83.9 81.2 80.1 92.8 84.1 86.2 82.6 84.7 95.0 84.1 84.0 2012 86.3 83.8 82.7 93.1 85.6 87.6 83.9 86.7 94.2 82.8 86.3 2013 86.1 83.6 84.0 93.6 86.4 88.4 84.5 87.1 95.2 85.6 86.5 All All All All All All All All All All All White British White Other groups Mixed White & Black Carib. Indian Pakistani Bangladeshi Black Caribbean Black African Chinese Black Other groups ALL PUPILS 2003 51.3 52.0 39.9 65.2 41.5 45.5 32.9 40.7 74.8 33.6 50.7 2004 52.3 55.0 39.7 66.6 45.2 48.4 35.7 43.3 74.2 36.2 51.9 2005 55.0 58.9 44.1 70.1 48.4 52.7 41.7 48.3 81.0 41.7 54.9 2006 57.2 59.6 46.9 71.4 50.9 56.2 44.4 50.3 79.3 46.9 56.9 2007 59.5 58.8 48.8 74.4 53.0 58.4 49.1 55.6 83.3 49.7 59.3 2008 63.8 60.8 55.3 78.3 58.2 62.3 54.0 60.3 84.3 56.2 63.5 2009 69.8 66.9 63.4 82.3 66.4 69.7 63.3 70.0 87.5 64.2 69.8 2010 75.5 73.8 70.9 87.3 74.0 75.9 70.3 76.2 89.9 71.4 75.6 2011 80.2 78.5 75.6 90.1 80.5 82.8 77.5 82.0 92.7 78.9 80.5 2012 82.9 80.3 79.0 91.1 82.7 85.3 79.7 83.8 93.1 79.6 83.0 2013 82.7 80.7 80.4 91.0 83.6 85.0 80.4 84.2 93.0 82.4 82.9 All All All All All All All All All All Odds ratios White British White Other groups Mixed White & Black Carib. Indian Pakistani Bangladeshi Black Caribbean Black African Chinese Black Other groups 2003 1.03 0.63 1.78 0.67 0.79 0.47 0.65 2.82 0.48 2004 1.11 0.60 1.82 0.75 0.86 0.51 0.70 2.62 0.52 2005 1.17 0.65 1.92 0.77 0.91 0.59 0.76 3.49 0.59 2006 1.10 0.66 1.87 0.78 0.96 0.60 0.76 2.87 0.66 2007 0.97 0.65 1.98 0.77 0.96 0.66 0.85 3.40 0.67 2008 0.88 0.70 2.05 0.79 0.94 0.67 0.86 3.05 0.73 2009 0.87 0.75 2.01 0.86 1.00 0.75 1.01 3.03 0.78 2010 0.91 0.79 2.23 0.92 1.02 0.77 1.04 2.89 0.81 2011 0.90 0.76 2.25 1.02 1.19 0.85 1.12 3.14 0.92 2012 0.84 0.78 2.11 0.99 1.20 0.81 1.07 2.78 0.80 2013 0.87 0.86 2.12 1.07 1.19 0.86 1.11 2.78 0.98 65 Appendix 5: GCSE 5EM for pupils not entitled to FSM by ethnic group and gender: 2004-2013 Ethnic Group 2004 2005 2006 2007 Boys 2008 2009 2010 2011 2012 2013 2004 2005 2006 2007 2008 Girls 2009 2010 2011 2012 2013 - 42.4 43.7 45.4 47.8 50.7 54.8 58.3 57.6 59.1 - 51.0 52.2 53.6 55.7 57.7 62.2 65.4 67.3 69.5 White British 40.9 42.2 43.6 45.3 47.8 50.8 55.0 58.5 57.9 59.4 49.1 50.8 52.1 53.6 55.8 57.8 62.4 65.6 67.7 69.8 Irish 47.4 51.6 52.7 53.9 57.9 62.9 66.4 70.3 67.7 69.9 56.9 62.2 60.0 62.2 67.0 65.3 71.7 73.1 77.4 79.1 Traveller of Irish Heritage 32.7 33.3 x x x x 33.3 27.3 23.5 14.8 47.6 30.6 x 20.0 x 18.9 22.6 21.7 23.7 36.0 Gypsy / Roma 18.4 9.2 x 6.3 4.6 6.3 5.9 11.7 7.8 13.2 12.1 13.3 x 10.4 10.6 15.2 13.9 12.2 12.3 22.1 Any other White background 45.1 47.0 47.1 46.3 45.1 46.3 49.0 52.9 49.9 52.8 53.6 55.7 56.0 54.0 53.2 54.6 56.7 59.9 59.6 62.0 - 42.8 44.1 45.4 48.6 53.3 55.7 59.4 60.3 62.7 - 52.4 52.8 54.1 55.6 59.3 63.3 67.1 69.1 72.3 White and Black Caribbean 29.3 29.8 31.7 32.9 38.6 42.9 45.8 48.8 52.5 54.8 35.8 40.2 42.8 44.6 46.8 50.5 54.0 58.8 63.4 66.3 White and Black African 37.0 41.6 43.4 46.7 49.3 50.8 58.2 58.5 58.8 61.4 46.5 51.6 53.5 47.9 55.3 62.2 62.7 65.1 69.3 74.2 White and Asian 59.3 58.5 60.4 61.3 60.4 65.2 65.5 68.0 69.9 70.5 66.2 64.6 67.9 67.6 65.9 68.8 73.9 77.0 74.3 77.2 Any other mixed background 43.1 46.1 47.2 48.1 51.6 57.1 58.3 63.7 61.6 65.3 51.7 57.5 54.7 58.1 59.0 62.3 66.3 69.6 71.2 74.4 - 46.3 46.9 48.0 50.2 52.4 57.6 61.5 61.4 62.4 - 55.2 56.7 59.3 60.9 62.9 66.8 70.2 70.7 72.8 Indian 52.9 55.2 57.0 59.3 62.4 64.8 69.6 72.5 72.3 72.0 62.0 65.7 66.7 69.7 72.3 73.7 77.0 80.3 80.6 82.7 Pakistani 32.4 34.5 34.8 36.5 38.9 41.9 49.3 53.1 53.1 54.2 42.3 41.6 43.3 46.8 48.8 52.4 56.8 60.9 62.2 63.8 Bangladeshi 33.4 35.9 39.8 41.8 41.7 48.7 51.6 59.2 60.6 62.3 41.2 43.9 46.9 51.7 54.6 57.0 61.6 65.9 68.5 71.7 Any other Asian background 48.9 51.6 48.4 46.4 48.8 48.7 52.6 57.8 57.7 60.7 59.1 60.9 64.7 62.7 62.2 63.8 69.0 70.8 70.6 72.5 - 29.6 31.6 35.0 37.9 42.3 46.6 52.6 53.2 57.2 - 41.3 44.8 47.4 51.7 55.5 59.5 64.8 64.2 67.7 Black Caribbean 20.3 24.1 25.2 29.7 31.8 35.8 39.8 45.1 46.4 50.4 32.2 35.2 39.8 41.8 46.3 48.4 52.9 58.8 59.1 63.4 Black African 33.2 36.6 38.5 40.4 43.0 47.9 52.4 57.6 58.1 61.5 45.1 48.2 50.7 53.5 56.4 61.9 64.9 69.4 67.8 70.9 Any other Black background 23.7 26.6 29.3 31.7 36.5 38.9 43.8 52.9 48.1 54.8 33.1 40.3 41.5 43.0 49.4 49.7 56.5 61.5 60.5 64.4 Chinese 58.1 64.7 61.2 68.1 64.9 64.8 70.6 74.6 72.6 74.2 72.2 75.4 73.8 75.4 76.6 79.3 80.9 83.5 81.4 82.4 40.9 42.7 43.5 41.9 43.6 44.8 50.3 51.5 52.7 59.3 48.8 51.9 53.4 52.7 55.7 56.1 59.4 62.5 63.8 66.6 White Mixed Asian Black Any other ethnic group All pupils 40.6 42.1 43.4 45.2 47.6 50.6 54.7 58.3 57.8 59.5 48.9 50.9 52.2 53.7 55.9 58.1 62.4 65.8 67.5 69.8 Odd-Ratio 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 White Other groups 1.19 1.21 1.15 1.04 0.90 0.84 0.79 0.80 0.72 0.76 1.20 1.22 1.17 1.02 0.90 0.88 0.79 0.78 0.70 0.71 Mixed White & Black Caribbean 0.60 0.58 0.60 0.59 0.69 0.73 0.69 0.68 0.80 0.83 0.58 0.65 0.69 0.70 0.70 0.74 0.71 0.75 0.83 0.85 Indian 1.62 1.69 1.71 1.76 1.81 1.78 1.87 1.87 1.90 1.76 1.69 1.86 1.84 1.99 2.07 2.05 2.02 2.14 1.98 2.07 Pakistani 0.69 0.72 0.69 0.69 0.70 0.70 0.80 0.80 0.82 0.81 0.76 0.69 0.70 0.76 0.75 0.80 0.79 0.82 0.79 0.76 Bangladeshi 0.72 0.77 0.86 0.87 0.78 0.92 0.87 1.03 1.12 1.13 0.73 0.76 0.81 0.93 0.95 0.97 0.97 1.01 1.04 1.10 Black African 0.72 0.79 0.81 0.82 0.82 0.89 0.90 0.96 1.01 1.09 0.85 0.90 0.95 1.00 1.02 1.19 1.11 1.19 1.00 1.05 Black Caribbean 0.37 0.43 0.44 0.51 0.51 0.54 0.54 0.58 0.63 0.69 0.49 0.53 0.61 0.62 0.68 0.68 0.68 0.75 0.69 0.75 Chinese 2.00 2.51 2.04 2.58 2.02 1.78 1.96 2.08 1.93 1.97 2.69 2.97 2.59 2.65 2.59 2.80 2.55 2.65 2.09 2.03 66 Appendix 6: GCSE 5EM for pupils entitled to FSM by ethnic group and gender: 2004-2013 Boys Girls Ethnic group 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 White 12.7 14.0 15.2 16.6 19.4 23.3 26.5 26.9 28.3 24.3 - 17.5 18.5 20.3 22.6 24.5 28.4 32.2 35.1 37.1 White British 12.2 12.3 13.8 14.8 16.3 19.0 22.8 26.0 26.4 27.9 23.8 15.9 17.1 18.2 20.0 22.0 24.0 27.9 31.7 34.7 36.8 Irish 17.8 22.1 16.5 22.8 17.8 22.4 28.8 35.3 29.2 38.7 21.9 21.4 20.8 22.4 25.3 30.8 26.0 29.5 31.7 36.4 38.3 x 0.0 x 0.0 0.0 x 13.3 11.8 17.6 11.9 13.2 5.3 3.7 x x x x 19.4 12.8 7.0 14.0 2.6 3.3 x 5.3 6.3 4.4 5.5 5.3 7.4 9.9 3.0 1.4 8.6 x x 4.5 9.2 7.1 11.2 9.5 8.5 17.5 20.1 20.9 23.8 24.2 29.1 34.5 37.8 37.7 39.1 36.3 23.2 27.3 26.7 29.8 34.5 34.6 39.5 45.6 46.3 48.6 17.6 18.5 18.1 24.3 26.6 31.7 36.1 36.3 39.5 32.8 - 24.5 25.3 30.8 31.2 34.7 38.3 42.8 46.3 48.2 White and Black Caribbean 11.2 14.8 15.2 13.5 19.5 23.7 28.4 30.8 30.4 34.6 27.2 16.2 20.6 20.7 25.1 26.5 30.9 31.7 36.4 41.0 40.4 White and Black African 21.5 15.6 20.8 20.0 28.2 26.2 33.7 35.7 37.8 44.2 34.9 27.1 31.0 29.3 34.1 28.0 31.5 42.2 50.2 51.9 52.4 White and Asian 27.1 22.6 27.8 25.3 32.2 29.2 34.9 38.5 40.5 38.7 37.7 28.1 32.2 34.4 33.6 36.4 43.3 42.2 46.7 52.3 57.7 Any other mixed background 16.5 20.1 18.9 20.8 25.9 29.3 34.1 41.5 40.6 44.2 36.4 20.3 24.6 26.4 36.6 36.6 37.4 43.7 46.4 49.2 51.9 24.9 27.6 29.2 32.7 35.1 41.5 45.7 48.3 48.6 44.0 - 32.6 36.8 38.5 42.8 44.3 50.2 53.4 55.2 57.2 Indian 29.6 32.4 33.9 36.2 41.3 43.3 51.0 51.3 54.9 56.7 50.1 41.2 42.9 45.7 48.3 50.5 52.6 59.5 63.0 60.7 66.7 Pakistani 20.1 20.2 23.3 26.1 28.1 30.4 36.6 39.3 43.4 42.8 39.0 25.1 28.4 31.4 33.1 37.0 38.5 44.8 46.9 49.6 51.1 Bangladeshi 25.6 27.4 31.6 31.6 35.9 37.7 46.8 53.6 55.7 55.5 51.5 32.7 33.4 38.8 41.0 47.6 47.8 54.0 58.7 61.4 62.8 Any other Asian background 23.2 30.4 27.2 28.3 35.6 41.9 37.8 48.1 43.7 47.8 41.4 37.2 35.7 43.9 45.0 46.5 51.2 54.4 56.0 56.5 57.0 9.7 16.1 17.9 22.5 25.8 28.8 33.6 39.5 40.3 43.1 37.3 - 24.6 28.3 31.6 34.7 38.5 44.6 48.9 50.7 53.3 13.6 14.9 17.8 23.3 22.4 27.6 33.2 32.1 36.9 30.9 18.1 24.2 24.0 30.2 29.0 36.0 38.7 42.1 47.7 47.7 Black African 16.0 18.7 20.4 25.8 27.0 31.7 36.1 42.4 43.8 46.5 40.8 22.2 26.0 30.5 32.4 37.0 39.4 47.8 51.8 52.9 56.0 Any other Black background 14.6 11.4 13.7 16.2 24.8 26.3 32.9 36.0 36.8 37.7 30.7 17.9 18.4 28.7 31.2 35.9 39.1 37.3 47.0 43.4 48.7 55.1 45.9 47.2 53.4 55.3 64.2 60.6 61.4 62.4 74.1 60.5 55.8 72.7 60.0 67.6 71.5 77.7 76.4 86.1 73.6 79.5 19.9 23.2 26.1 27.3 31.0 35.8 39.3 46.0 46.7 46.5 48.0 29.4 32.1 33.9 40.4 40.7 49.1 49.6 51.1 56.1 56.8 Traveller of Irish Heritage Gypsy / Roma Any other White background Mixed Asian Black Black Caribbean Chinese Any other ethnic group All pupils 14.6 15.2 16.8 18.2 20.5 23.4 27.8 31.4 32.0 33.5 29.2 19.0 20.8 22.5 24.7 27.3 29.8 34.2 37.9 40.6 42.5 Odd-Ratio 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 White Other groups 1.53 1.79 1.65 1.80 1.64 1.75 1.78 1.73 1.69 1.66 1.82 1.60 1.82 1.64 1.70 1.87 1.68 1.69 1.81 1.62 1.62 Mixed White & Caribbean 0.91 1.24 1.12 0.90 1.24 1.32 1.34 1.27 1.22 1.37 1.20 1.02 1.26 1.17 1.34 1.28 1.42 1.20 1.23 1.31 1.16 Indian 3.03 3.42 3.20 3.27 3.61 3.26 3.52 3.00 3.39 3.38 3.21 3.71 3.64 3.78 3.74 3.62 3.51 3.80 3.67 2.91 3.44 Pakistani 1.81 1.80 1.90 2.03 2.01 1.86 1.95 1.84 2.14 1.93 2.05 1.77 1.92 2.06 1.98 2.08 1.98 2.10 1.90 1.85 1.79 Bangladeshi 2.48 2.69 2.89 2.66 2.88 2.58 2.98 3.29 3.51 3.22 3.40 2.57 2.43 2.85 2.78 3.22 2.90 3.03 3.06 2.99 2.90 Black African 1.37 1.64 1.60 2.00 1.90 1.98 1.91 2.10 2.17 2.25 2.21 1.51 1.70 1.97 1.92 2.08 2.06 2.37 2.32 2.11 2.19 Black Caribbean 0.77 1.12 1.09 1.25 1.56 1.23 1.29 1.41 1.32 1.51 1.43 1.17 1.55 1.42 1.73 1.45 1.78 1.63 1.57 1.72 1.57 Chinese 8.83 6.05 5.58 6.60 6.35 7.65 5.21 4.53 4.63 7.39 4.90 6.68 12.91 6.74 8.35 8.89 11.03 8.37 13.35 5.25 6.66 67 Appendix 7: Key stage 2 achievement by ethnic group, gender and entitlement to FSM: 2013 Key Stage 2 Reading, writing & mathematics Pupils known to be eligible for FSM Number of eligible pupils All pupils 3 Boys Girls Total All other pupils Percentage achieving level 4 or above Boys Girls Total 2 All pupils Percentage achieving level 4 or above Number of eligible pupils Boys Girls Total Boys Girls Total Number of eligible pupils Boys Girls Total 2 Percentage achieving level 4 or above Boys Girls Total 50,036 47,713 97,749 56 65 60 222,787 212,579 435,366 76 82 79 272,823 260,292 533,115 72 79 75 White 34,313 32,287 66,600 52 62 57 177,352 168,718 346,070 76 83 79 211,665 201,005 412,670 72 79 76 white British 31,882 29,966 61,848 53 63 58 166,211 157,980 324,191 77 83 80 198,093 187,946 386,039 73 80 76 Irish 157 160 317 54 66 60 712 717 1,429 84 88 86 869 877 1,746 79 84 82 traveller of Irish heritage 161 122 283 29 39 33 54 45 99 26 53 38 215 167 382 28 43 35 Gypsy / Roma 409 370 779 17 19 18 378 365 743 24 31 28 787 735 1,522 21 25 23 any other white background 1,704 1,669 3,373 53 62 57 9,997 9,611 19,608 66 73 70 11,701 11,280 22,981 64 72 68 Mixed 3,166 3,132 6,298 61 69 65 8,923 8,560 17,483 78 84 81 12,089 11,692 23,781 73 80 77 white and black Caribbean 1,238 1,216 2,454 58 68 63 2,456 2,387 4,843 73 80 76 3,694 3,603 7,297 68 76 72 white and black African 392 361 753 60 72 66 1,020 986 2,006 75 82 78 1,412 1,347 2,759 71 79 75 white and Asian 481 483 964 60 69 64 2,149 2,045 4,194 82 87 84 2,630 2,528 5,158 78 83 81 any other mixed background 1,055 1,072 2,127 65 70 67 3,298 3,142 6,440 79 85 82 4,353 4,214 8,567 76 81 79 Asian 5,785 5,590 11,375 66 70 68 22,042 21,091 43,133 75 81 78 27,827 26,681 54,508 73 79 76 Indian 633 626 1,259 69 74 72 6,351 6,007 12,358 82 86 84 6,984 6,633 13,617 81 85 83 Pakistani 2,946 2,801 5,747 63 68 65 8,977 8,621 17,598 70 76 73 11,923 11,422 23,345 68 74 71 Bangladeshi 1,525 1,522 3,047 71 73 72 3,284 3,192 6,476 76 81 78 4,809 4,714 9,523 74 78 76 681 641 1,322 64 69 66 3,430 3,271 6,701 77 84 80 4,111 3,912 8,023 75 81 78 Black 5,091 5,110 10,201 63 70 66 9,101 8,838 17,939 72 81 77 14,192 13,948 28,140 69 77 73 black Caribbean 1,285 1,303 2,588 57 67 62 2,456 2,392 4,848 68 79 74 3,741 3,695 7,436 64 75 70 black African 3,202 3,231 6,433 65 72 69 5,457 5,367 10,824 75 82 79 8,659 8,598 17,257 71 79 75 604 576 1,180 61 66 63 1,188 1,079 2,267 69 80 74 1,792 1,655 3,447 66 75 70 72 72 144 86 88 87 773 874 1,647 81 88 85 845 946 1,791 82 88 85 1,254 1,215 2,469 63 68 65 2,789 2,678 5,467 70 75 73 4,043 3,893 7,936 67 73 70 any other Asian background any other black background Chinese any other ethnic group Source: National Pupil Database 1. Figures for 2012 are based on final data, 2013 figures are based on revised data. 2. Includes pupils not eligible for free school meals and for whom free school meal eligibility was unclassified or could not be determined. 3. Includes pupils for whom ethnicity was not obtained, refused or could not be determined. 68 Appendix 8: Foundation Stage Profile achievement by ethnic group, gender and entitlement to FSM A good level of development All pupils 8 White white British 6 Pupils known to be eligible for free school meals % achieving a good 2 Number of eligible pupils level of development Boys Girls Total Boys Girls Total All other pupils 6 Number of eligible pupils 2 Boys Girls Total 4 All pupils % achieving a good level of development Boys Girls Total 6 Number of eligible pupils 2 Boys Girls Total % achieving a good level of development Boys Girls Total 60,642 58,303 118,945 29 44 36 268,562 255,795 524,357 47 63 55 329,204 314,098 643,302 44 60 52 39,473 38,112 77,585 27 42 34 191,467 181,379 372,846 49 66 57 230,940 219,491 450,431 45 62 53 36,995 35,747 72,742 27 43 35 174,630 165,215 339,845 50 67 58 211,625 200,962 412,587 46 63 54 Irish 152 146 298 28 48 38 696 687 1,383 55 69 62 848 833 1,681 50 65 58 traveller of Irish heritage 139 159 298 12 16 14 123 121 244 29 40 35 262 280 542 20 27 24 337 314 651 9 17 12 393 399 792 14 26 20 730 713 1,443 11 22 16 1,850 1,746 3,596 27 42 34 15,625 14,957 30,582 36 49 42 17,475 16,703 34,178 35 48 41 4,646 4,575 9,221 32 50 41 12,470 12,117 24,587 50 66 58 17,116 16,692 33,808 45 62 53 1,747 1,661 3,408 31 48 39 2,807 2,704 5,511 47 65 55 4,554 4,365 8,919 41 59 49 699 735 1,434 29 52 41 1,693 1,710 3,403 48 65 57 2,392 2,445 4,837 43 61 52 3,330 3,217 6,547 53 69 61 4,044 3,921 7,965 50 65 57 Gypsy / Roma any other white background Mixed white and black Caribbean white and black African white and Asian any other mixed background 714 704 1,418 33 48 41 1,486 1,475 2,961 33 51 42 4,640 4,486 9,126 50 66 58 6,126 5,961 12,087 46 62 54 Asian 4,489 4,327 8,816 30 44 37 26,408 25,332 51,740 42 56 49 30,897 29,659 60,556 41 54 47 504 444 948 36 47 41 7,925 7,681 15,606 51 64 58 8,429 8,125 16,554 50 64 57 1,974 1,861 3,835 27 41 34 9,821 9,414 19,235 36 49 42 11,795 11,275 23,070 35 48 41 Bangladeshi any other Asian background 1,067 1,059 2,126 33 49 41 3,548 3,334 6,882 38 54 46 4,615 4,393 9,008 37 53 45 944 963 1,907 30 46 38 5,114 4,903 10,017 43 57 50 6,058 5,866 11,924 41 55 48 Black 5,727 5,516 11,243 37 52 44 10,611 10,451 21,062 46 62 54 16,338 15,967 32,305 43 59 51 1,166 1,194 2,360 32 53 43 1,943 1,935 3,878 45 61 53 3,109 3,129 6,238 40 58 49 3,788 3,591 7,379 38 52 45 7,308 7,175 14,483 47 63 55 11,096 10,766 21,862 44 59 51 773 731 1,504 35 53 44 1,360 1,341 2,701 45 60 53 2,133 2,072 4,205 42 58 49 122 120 242 32 42 37 1,159 1,129 2,288 45 56 50 1,281 1,249 2,530 43 55 49 Indian Pakistani black Caribbean black African any other black background Chinese any other ethnic group 1,313 1,211 2,524 32 45 38 3,735 1. Figures based on final data. 2. Only includes pupils with a valid result for every achievement scale. 3. All English providers of state-funded early years education (including academies and free schools), private, voluntary and independent (PVI) sectors are within the scope of the EYFSP data collection. Data for any children in the PVI sector no longer in receipt of funding who were included in the return submitted by the LA to DfE will not be included in the figures. See technical notes in the accompanying SFR text for further information. 4. Includes pupils not eligible for free school meals and for whom free school meal eligibility was unclassified or could not be determined. 3,531 7,266 39 53 46 5,048 4,742 9,790 37 51 44 5. Achieved at least the expected standard all areas of learning (proportion achieving ‘expected’ or ‘exceeded’ in all 17 Early Learning Goals(ELGs)) 6. A pupil achieving at least the expected level in the ELGs within the three prime areas of learning and within literacy and numeracy is classed as having "a good level of development". 7. Average point score for each characteristic grouping. This is a supporting measure taking into account performance across all 17 ELGs, 1 point for emerging, 2 for expected and 3 for exceeding. The sum is then taken for all pupils with that characteristic and the mean given. 8. Includes pupils for whom ethnicity was not obtained, was refused or could not be determined. 69 Appendix 9: Special educational needs (SEN) and fixed term exclusions (FTE) Special educational needs (SEN) There are wide variations in the proportion of students from different ethnic groups identified with various special educational needs (SEN). Overall 10% of students are identified with SEN at School Action Plus or with a formal statement so the numbers are not small (Strand, 2012). Strand & Lindsay (2009) analysed the 2005 national data for over 6.4M students aged 5-16 in England revealing that Black Caribbean and Mixed White & Black Caribbean students are twice as likely to be identified with behavioural, emotional and social difficulties (BESD) as White British students, and still 1.5 times more likely after adjusting for economic disadvantage. Strand (2012) updates the analysis for 2007, 2009 and 2011 but reports the over-representation has not decreased in subsequent years. Figure 19 shows the analysis for 2011. Strand & Lindsay (2012) also identify Chinese and Black Caribbean students are overidentified in relation to speech language and communication needs (SLCN) even after control for SES, and all Asian groups were substantially under-represented relative to White British students for autistic spectrum disorders (ASD) indicating potential undiagnosed need. Figure 21: Unadjusted and adjusted ethnic group Odds Ratios for identification of BESD: January 2011 Source: Date for all students in England aged 5-16 as at January 2011. Outcome is all students at School Action Plus or statemented with a primary need of behavioural, emotional or social difficulties (BESD). Adjusted ORs taken account of age, gender, entitlement to FSM, IDACI. See Strand (2012) for details. Exclusions from school Strand and Fletcher (2014) tracked and analysed the fixed term exclusions for an England national cohort over 560,000 students between the age of 11 in 2007 until they were age 16 in 2011. The number of students experiencing one or more fixed-term exclusion was not small, with around 16% of students experiencing one or more fixed term exclusions during their secondary school career. However, the figure was substantially higher for Mixed White & Black Caribbean (31%) and for Black Caribbean (33%) students, while just 8% for Indian and 4% for Chinese students. The results are presented in Figure 20. Again the over-representation of Black Caribbean and Mixed White & Black Caribbean students persisted (OR=1.75) compared to White British students even after adjusting for a range of pupil background covariates such as age, gender, poverty (FSM and IDACI), KS2 (age 11) test scores and level of attendance during the first term of Y7. 71 Figure 22: Number of exclusions during secondary school (Y7-Y11) Source: Data drawn from a longitudinal sample of 550,000 students in England followed between the age of 11 (in 2007) and 16 (in 2011). See Strand & Fletcher (2014) for full details. 72 © National Institute of Economic and Social Research & University of Oxford 2015 Reference: DFE-RR439B ISBN: 978-1-78105-499-4 This research was commissioned under the 2010 to 2015 Conservative and Liberal Democrat coalition government. Views expressed in this report are those of the authors. They do not necessarily reflect government policy. The views expressed in this report are the authors’ and do not necessarily reflect those of the Department for Education. Any enquiries regarding this publication should be sent to us at: Nicola.Mackenzie@education.gsi.gov.uk or www.education.gov.uk/contactus This document is available for download at www.gov.uk/government/publications 73